LLM Wiki

知识索引页面 — 自动生成最后更新：2026-07-04 | 总页面数：1419

Concepts

4d-gaussian-splatting — 4D 高斯泼溅 (4D Gaussian Splatting)
abductive-reasoning-recommendation — 溯因推理 (推荐) — Abductive Reasoning in Recommendation
absolute-gating — 绝对门控与相对门控 (Absolute vs Relative Gating)
abstract-representation-space — 抽象表征空间 (Abstract Representation Space)
ace-router — ACE-Router — 训练专用路由器
action-applicability — Action Applicability (动作合法性判定)
action-consequence-prediction — 预测行动后果 (Action Consequence Prediction)
action-decoder — 动作解码器 (Action Decoder)
action-head-router — 动作头路由器 (Action Head Router)
action-realization-layer — Action Realization Layer（动作实现层）
action-routing-policy — 动作路由策略 (Action-Routing Policy)
activation-manifold — Activation Manifold
activation-steering — Activation Steering
active-cache-warmup — Active Cache Warm-up (主动缓存预热)
active-tool-discovery — 主动工具发现 — Active Tool Discovery
active-tool-request — Active Tool Request — 结构化工具请求
adapter-protocol — 适配器协议 (Adapter Protocol)
adaptive-adversary — 自适应对手 (Adaptive Adversary)
adaptive-computation-time — Adaptive Computation Time (ACT)
adaptive-harness-simplification — Adaptive Harness Simplification（自适应 Harness 简化）
additive-combinatorics — Additive Combinatorics（加法组合学）
additive-semantics — 加性语义 (Additive Semantics)
adkv — AdaKV
adversarial-robustness — 对抗鲁棒性 (Adversarial Robustness)
agent-boundary-design — Agent 边界设计（Boundary Design）
agent-capability-stability-gap — Agent Capability-Stability Gap（能力-稳定性差距）
agent-communication-stack — Agent通信协议栈
agent-completion-evaluation — Agent Completion Evaluation（Agent 完成度评测）
agent-computer-interface — Agent-Computer Interface (ACI)
agent-eval-case-design — Agent Eval Case Design
agent-eval-grader — Agent Eval Grader
agent-eval-trace — Agent Eval Trace
agent-evaluation-paradigm-shift — Agent 评测范式转变（Paradigm Shift in Agent Evaluation）
agent-evaluator — Agent 评估器（Agent Evaluator）
agent-frameworks-to-platforms — Agent Frameworks to Platforms（从 Agent 框架到 Agent 平台）
agent-governance — Agent Governance（Agent 治理与安全）
agent-harness — Agent Harness (Claw)
agent-harness-engineering — Agent Harness Engineering（Agent 执行骨架工程）
agent-harness-mini — Mini Agent Harness
agent-harness-safety — Agent Harness Safety
agent-interface-design — Agent 接口设计 (Agent Interface Design)
agent-mediated-deception — 代理中介欺骗 (Agent-Mediated Deception)
agent-memory-five-category-model — Agent Memory Five-Category Model (sz 设计)
agent-memory-lifecycle — Agent 记忆生命周期
agent-memory-system — Agent 记忆系统
agent-memory-taxonomy — Agent Memory Taxonomy (三索引分型)
agent-multidimensional-capability — Agent Multidimensional Capability（Agent 多维能力）
agent-network-memory-scope — Agent网络记忆范围
agent-network-taxonomy — Agent网络三层分类法
agent-network-topology — Agent网络拓扑
agent-network-update-behavior — Agent网络更新行为
agent-observability — Agent Observability（Agent 可观测性）
agent-process-evaluation — Agent Process Evaluation（过程评测）
agent-robustness-evaluation — Agent Robustness Evaluation（Agent 鲁棒性评测）
agent-runtime-trace — Agent 运行时追踪（Runtime Trace）
agent-safety-evaluation — Agent Safety Evaluation（Agent 安全评测）
agent-sandbox — Agent Sandbox（Agent 沙箱）
agent-skill — Agent Skill — 可复用过程性构件
agent-skill-atomization — Agent Skill 原子化
agent-skill-ecosystem — Agent Skill 生态系统
agent-symbolic-learning — Agent Symbolic Learning (Agent 符号学习)
agent-token-budget-optimization — Agent Token Budget Optimization
agent-verification — Agent Verification（Agent 验证与评估）
agent-web — Agent Web — 开放协作智能体网络
agent-workspace-filesystem — Agent 工作空间文件系统 (Agent Workspace Filesystem)
agentic-cache-manager — Agentic Cache Manager
agentic-quality-judge — Agent 质量判断器（Agentic Quality Judge）
agentic-rag — Agentic RAG
agentic-streaming-inference — Agentic Streaming Inference
agentic-systems — Agentic Systems（智能体系统）
agi-critique — AGI 批判（AGI Critique）
ai-agent-security — AI代理安全
ai-alignment — AI Alignment (AI对齐)
ai-mathematics — AI and Mathematics (AI 与数学)
ai-production-tradeoffs — AI 生产权衡 — 六大维度
ai-safety — AI Safety (AI安全)
aidb — AIDB（大模型友好数据层）
aleatoric-uncertainty — 随机不确定性 (Aleatoric Uncertainty)
algebraic-numbers-countability — 代数数的可数性
algorithmic-equity — 算法公平性 (Algorithmic Equity)
amortized-variational-inference — Amortized Variational Inference（摊销变分推断）
analytical-report-synthesizer — Analytical Report Synthesizer
and-or-dag-memoization — AND-OR DAG 分层记忆化
and-or-interactions — AND-OR 交互 (AND-OR Interactions)
anthropic-agent-evals — Anthropic Agent Evals
anthropomorphization-critique — 人类化机器批判（Anthropomorphization Critique）
anticipatory-lemma-planning — 预期引理规划（Anticipatory Lemma Planning）
api-key-authentication — API Key 认证 (API Key Authentication)
appearance-bias-vla — Appearance Bias in VLA
artifact-heavy-agentic-systems — 产物密集型 Agent 系统 (Artifact-Heavy Agentic Systems)
arxiv — arXiv
asymmetric-grounding-adherence-loss — Asymmetric Grounding Adherence Loss (L_AGA)
asynchronous-rl-llm — 异步强化学习与大语言模型后训练
atlas-memory-system — Atlas Memory System
attention-drifting — 注意力偏移 (Attention Drifting)
attention-entropy-collapse — 注意力熵崩溃 (Attention Entropy Collapse)
attention-mechanism — Attention Mechanism
attention-sinks — 注意力汇 (Attention Sinks)
attractor-dynamics — 吸引子动力学 (Attractor Dynamics)
audio-visual-generation — Audio-Visual Generation
audio-visual-representation-alignment — Audio-Visual Representation Alignment
autoformalization — 自动形式化（Autoformalization）
autoharness — AutoHarness
automated-theorem-proving — 自动定理证明 (Automated Theorem Proving, ATP)
automatic-prompt-optimization — APO 自动提示工程 (Automatic Prompt Optimization)
autonomous-optimization-ao — Autonomous Optimization (AO)
autoregressive-drafting — Autoregressive Drafting
autoregressive-unrolling — 自回归展开 (Autoregressive Unrolling)
autoregressive-video-generation — Autoregressive Video Generation
auxiliary-predictive-objectives — 辅助预测目标 (Auxiliary Predictive Objectives)
backtranslation-round-trip-relay — Backtranslation Round-Trip Relay
banach-space — Banach 空间 (Banach Space)
bare-adapter — Bare Adapter
barker-gibbs — Barker Gibbs
base-table-embedding — Base Table Embedding
bastiani-calculus — Bastiani 微积分 (Bastiani Calculus)
batch-vs-real-time-inference — 批处理推理 vs 实时推理
bayesian-attention-geometry — Bayesian Attention Geometry (贝叶斯注意力几何)
bayesian-attention-trilogy — Bayesian Attention Trilogy
bayesian-deep-learning — 贝叶斯深度学习 (Bayesian Deep Learning)
bayesian-filtering — 贝叶斯滤波
bayesian-nonparametric-tpp — 贝叶斯非参数 TPP (Bayesian Nonparametric TPP)
bayesian-wind-tunnels — Bayesian Wind Tunnels
beam-shared-kv-caching — Beam-Shared KV Caching
behavior-monitoring-rl — 行为监控 RL（Behavior Monitoring in RL）
belief-accumulation — Belief Accumulation (信念累积)
belief-state — 信念状态 (Belief State)
belief-transport — Belief Transport (信念传输)
bellman-taylor-score-decoding — Bellman-Taylor 得分解码 (BTSD)
bidirectional-trajectory-evaluation — 双向轨迹评估 (Bidirectional Trajectory Evaluation)
binding-constraint-thesis — Binding-Constraint Thesis（约束瓶颈论）
blind-prompting — Blind Prompting（盲提示）
block-causal-attention — Block-Causal Attention
block-sparse-attention — Block-Sparse Attention Mask (分块稀疏注意力掩码)
blueprint-driven-atp — 蓝图驱动 ATP（Blueprint-Driven ATP）
bm25-financial-retrieval — BM25 金融检索
boundary-compliance — Boundary Compliance
bounded-reuse — 有界复用 (Bounded Reuse)
bpf-syscall-interception — BPF系统调用拦截
btsd-ppo — BTSD-PPO
build-vs-buy-llm — 构建 vs 购买 — Build vs Buy (LLM)
bypass-network-handle-distribution — Bypass Network Handle Distribution (旁路网络句柄分发)
cace-principle — CACE 原理 — Change Anything Changes Everything
cache-cold-start — Cache Cold-Start (缓存冷启动)
cache-health-observability — Cache Health Observability（缓存健康度可观测性）
cache-hit-ratio — Cache Hit Ratio (CHR)
cache-invalidation — Cache Invalidation（缓存失效）
cache-safe-forking — Cache-Safe Forking（缓存安全分叉）
caddy-web-server — Caddy Web Server
candidate-graph — 候选图 — Candidate Graph
capability-control-tradeoff — Capability-Control Tradeoff（能力-控制权衡）
capability-degradation — 能力退化 (Capability Degradation)
catastrophic-forgetting — 灾难性遗忘 (Catastrophic Forgetting)
causal-decomposition-pomg — 因果分解 (Causal Decomposition in POMG)
causal-generation — Causal Generation
causal-information-flow — Causal Information Flow
causal-multimodal-vae — Causal Multimodal VAE
cel-shading-style — 赛璐璐风格 (Cel-Shading)
center-manifold-theorem — Center Manifold Theorem (中心流形定理)
centralized-agent-architecture — 集中式Agent架构
certainty-based-loss — Certainty-Based Loss
certainty-based-rewards — 确定性奖励 (Certainty-Based Rewards)
chain-of-thought — 思维链 (Chain-of-Thought, CoT)
chaitin-algorithmic-information-theory — 算法信息论 (Algorithmic Information Theory, AIT)
chaitin-constant — 蔡廷常数 Ω (Chaitin's Constant)
channel-fracture — Channel Fracture（通道断裂）
circuit-breaker-pattern — Circuit Breaker Pattern（熔断器模式）
cl-bench-life — CL-Bench Life
classifier-free-guidance-language — Classifier-Free Guidance for Language
claw-swe-bench-lite — Claw-SWE-Bench Lite
clawforce — ClawForce — 企业 AI Agent 方案
clawless — ClawLess
clean-conditioning-mask — 清洁条件掩码 (Clean-Conditioning Mask)
clinical-ai — 临床人工智能 (Clinical AI)
clip — CLIP
clique-decision-problem — Clique Decision Problem（团判定问题）
coarse-grained-counting — 粗粒度计数 (Coarse-grained Counting)
coarse-grained-recurrence — 粗粒度循环 (Coarse-Grained Recurrence)
coarse-to-fine-granularity — Coarse-to-Fine Granularity
coconut — COCONUT: 连续潜空间推理
code-as-harness — Code as Harness
cognitive-architecture — Cognitive Architecture (认知架构)
collectivist-ai — 集体主义 AI（Collectivist AI）
compiled-ai-paradigm — Compiled AI Paradigm (编译型 AI 范式)
completeness-logic — 完备性 (Completeness, 逻辑学)
composable-base-model-architecture — Composable Base Model Architecture
compressed-sparse-attention — Compressed Sparse Attention (CSA)
computability-theory — 可计算性理论 (Computability Theory)
computer-use-agents — Computer Use Agents (CUAs)
computerized-adaptive-testing — Computerized Adaptive Testing (CAT)
concept-lattice — 概念格 (Concept Lattice)
concept-learning — 概念学习：几何视角 (Concept Learning: Geometric View)
conditional-intensity-function — 条件强度函数 (Conditional Intensity Function)
conditional-memory — Conditional Memory
conditional-model-dispatcher — Conditional Model Dispatcher
confidence-correctness-alignment — 置信度-正确性对齐 (Confidence-Correctness Alignment)
confidence-head — Confidence Head
confidence-scheduled-verification — Confidence-Scheduled Verification
consistency-logic — 一致性 (Consistency, 逻辑学)
constant-kv-cache — Constant KV Cache
content-based-reasoning — Content-Based Reasoning
content-diversity-decay — 内容多样性衰减（Content Diversity Decay）
content-grounded-retrieval — Content-Grounded Retrieval — Faithfulness as First Principle
content-homogenization — 内容同质化（Content Homogenization）
content-question-answering — Content Question Answering (CQA)
context-anchoring — 历史上下文锚定（Context Anchoring）
context-blue-clique — Context Blue Clique（上下文蓝色团）
context-compression — Context Compression（上下文压缩）
context-drift — Context Drift（上下文漂移）
context-engineering — Context Engineering（上下文工程）
context-enriched-embeddings — 上下文增强嵌入 — Context Enriched Embeddings
context-failure-modes — Context Failure Modes（上下文故障模式）
context-learning — 上下文学习 (Context Learning)
context-management — Context Management（上下文管理）
context-misuse — 上下文误用 (Context Misuse)
context-prefetch-vs-agentic — 上下文预取 vs 按需加载（Context Prefetch vs Agentic）
context-pruning — Context Pruning (上下文剪枝)
context-state-estimation — Context as State Estimation（上下文作为状态估计）
continual-learning — 持续学习 (Continual Learning)
continuation-value-function — 延续价值函数 (Continuation Value Function)
continuous-diffusion-language-models — Continuous Diffusion Language Models
continuous-representation — 连续表征 (Continuous Representation)
continuous-thought-machine — Continuous Thought Machine (CTM)
continuous-time-rl — 连续时间强化学习 (Continuous-Time RL)
continuum-hypothesis — 连续统假设 (Continuum Hypothesis, CH)
contrastive-learning — 对比学习 (Contrastive Learning)
control-affine-mdp — 控制仿射 MDP (Control-Affine MDP)
control-barrier-function — Control Barrier Function（控制屏障函数）
controlled-autonomy — Controlled Autonomy (受控的自主性)
controlled-text-generation — Controlled Text Generation
convex-hull-relaxation — Convex-Hull Relaxation (KV Cache)
coordinator-executor-architecture — Coordinator-Executor Architecture
cosine-similarity-geometry — 余弦相似度几何 (Cosine Similarity Geometry)
cosine-taper-schedule — Cosine Taper Schedule（余弦衰减调度）
cost-aware-benchmarking — 代价感知基准评测 (Cost-Aware Benchmarking)
cost-quality-speed-trilemma — Cost-Quality-Speed Trilemma（成本-质量-速度三元悖论）
countable-uncountable-infinity — 可数与不可数无穷
covariance-matrix — 协方差矩阵 (Covariance Matrix)
covariance-matrix-knowledge — 协方差矩阵知识存储 (Covariance Matrix Knowledge Storage)
cramer-rao-lower-bound — Cramér-Rao Lower Bound (CRLB)
crawl4ai — Crawl4AI
critical-failures — Critical Failures / 关键失败
critpt — CritPt (Critical Point Benchmark)
cross-head-budget-allocation — Cross-Head Budget Allocation
cross-mode-collision — Cross-Mode Collision
cross-model-harness-transfer — Cross-Model Harness Transfer（跨模型 Harness 迁移）
cross-section-synthesis — Cross-Section Synthesis — Information Integration Across Document Parts
crown-verifier — CROWN Verifier
curvine-distributed-cache — Curvine 云原生分布式缓存
dag-reasoning-evaluation — DAG-based Reasoning Evaluation
darwin-godel-machine — Darwin Gödel Machine (达尔文·哥德尔机)
data-augmentation — 数据增强 (Data Augmentation)
data-hierarchical-governance — Data Hierarchical Governance (L0-L4 数据分级治理)
data-label-consistency — Data-Label Consistency (数据-标签一致性)
data-markets — 数据市场（Data Markets）
data-quality-over-scale — Data Quality over Scale (数据质量重于规模)
data-quality-vs-quantity — 数据数量 vs 数据质量
data-replay — 数据回放 (Data Replay)
data-slice — Data Slice
data-swamp — 数据沼泽 — Data Swamp
data-wall — 数据墙 (Data Wall)
dcgwm — DCGWM (双通道接地世界建模)
ddcadam — DDCAdam (Dead-Direction-Calibrated Adam)
dead-direction — 死方向 (Dead Direction)
decentralized-agent-architecture — 去中心化Agent架构
deep-and-wide-reasoning — Deep-and-Wide Reasoning（深度且宽广的推理）
deep-gaussian-process — 深度高斯过程 (Deep Gaussian Process)
deep-poly — DeepPoly
deep-rl-scaling — 扩展深度强化学习 (Scaling Deep RL)
deep-thinking-sft — Deep-Thinking SFT (深思考SFT数据)
deep-variational-implicit-process — 深度变分隐式过程 (DVIP)
deepencoder — DeepEncoder
deepseek-ocr — DeepSeek OCR
deepseek-r1 — DeepSeek-R1
deepseek-v4-flash — DeepSeek-V4-Flash
deepseek-vit — DeepSeek-ViT
default-tools — Default Tools — 始终可用的通用工具
delegate-52 — DELEGATE-52
delegated-work — Delegated Work / 委托工作
delta-rule — Delta Rule
depth-aware-capacity-allocation — Depth-Aware Capacity Allocation（深度感知容量分配）
depth-dilemma — 深度困境 (Depth Dilemma)
depth-recurrence — 深度循环 (Depth Recurrence)
depth-scaling-signal-degradation — LLM 深度扩展与信号退化
deterministic-agent-failures — Deterministic Agent Failures（确定性 Agent 失败分类）
DFlash — DFlash
dgae — Difficulty-Balanced Group Advantage Estimation (DGAE)
dgpo — Difficulty-Aware Group Policy Optimization (DGPO)
diagonal-ramsey-number — Diagonal Ramsey Number（对角拉姆齐数）
diagonalization-method — 对角线方法 (Diagonalization Method)
differentiable-token-budgeting — Differentiable Token Budgeting
diffusion-based-tpp — 扩散时间点过程 (Diffusion-based TPP)
diffusion-transformer — Diffusion Transformer (DiT)
dime-dynamic-in-database-modeling-engine — DIME (Dynamic In-Database Modeling Engine)
discrete-diffusion-language-models — discrete-diffusion-language-models
distractor-context — Distractor Context / 干扰上下文
distributed-cache-routing — Distributed Cache Routing (分布式缓存路由)
distributed-optimistic-locking — Distributed Optimistic Locking (分布式乐观锁)
distributed-prompt-caching — Distributed Prompt Caching (分布式提示词缓存)
distribution-shift — Distribution Shift（分布偏移）
document-degradation — Document Degradation / 文档退化
domain-aware-preference-optimization — Domain-Aware Preference Optimization
domain-knowledge-reasoning — 领域知识推理 (Domain Knowledge Reasoning)
domain-specific-evaluation — Domain-Specific Evaluation / 领域特定评估
dominant-shuffle — Dominant Shuffle
double-descent — 双下降 (Double Descent)
dpo — DPO (Direct Preference Optimization)
dpo-bias-mitigation — DPO Bias Mitigation
dqw — Difficulty-Aware Question-Level Weighting (DQW)
drift-detection — 漂移检测 (Drift Detection)
drifting — Temporal Drift (时序漂移)
dspy — DSPy（声明式自改进 Python）
dual-collapse — Dual Collapse in Latent CoT
dual-encoder-vlm — 双编码器 VLM (Dual-Encoder VLM)
dual-layer-rl — Dual-Layer RL (双层强化学习)
dual-space-rl — Dual Space RL (DSRL)
duo-attention — DuoAttention
dynamic-beam-serving — Dynamic Beam Serving (DBS)
dynamic-in-database-modeling — Dynamic In-Database Modeling
dynamic-mode-decomposition — Dynamic Mode Decomposition (DMD)
dynamic-model-fusion — Dynamic Model Fusion
dynamic-react — Dynamic ReAct — 动态工具选择
dynamic-relation-modeling — Dynamic Relation Modeling
dynamic-state-evolution — Dynamic State Evolution
dynamic-token-limit — 动态 Token 限制 (Dynamic Token Limit)
dynamic-weight-updates — Dynamic Weight Updates
e-values — E-values（证据值）
Eagle3 — Eagle3
edge-of-stability — Edge of Stability (EoS)
ellipsis-prompt — 省略号提示 (Ellipsis Prompt)
eluder-dimension — Eluder 维度 (Eluder Dimension)
embedded-language-flows — Embedded Language Flows (ELF)
eml-operator — EML 算子 (Exp-Minus-Log)
emmy-noether — 埃米·诺特 (Emmy Noether)
emotional-reasoning-bias — Emotional Reasoning Bias
emotional-value-evaluation — 情绪价值评估 (Emotional Value Evaluation)
empirical-discovery-simulation — 经验发现与模拟 (Empirical Discovery & Simulation)
empirical-fisher — Empirical Fisher (经验 Fisher 信息)
end-to-end-ocr — End-to-End OCR
end-to-end-streaming-interaction — End-to-End Streaming Interaction
endogenous-reasoning — Endogenous Reasoning（内生推理）
engram — Engram (Conditional Memory Module)
enhanced-state-space-models — 增强状态空间模型 (Enhanced State-Space Models)
ensemble-based-rewards — 集成奖励 (Ensemble-Based Rewards)
environment-contract-layer — Environment Contract Layer（环境契约层）
epistemic-uncertainty — 认知不确定性 (Epistemic Uncertainty)
epoch-based-optimistic-mle — Epoch-based 乐观 MLE (Epoch-based Optimistic MLE)
equilibrium-safe-exploration — Equilibrium of Safe Exploration（安全探索均衡）
etclovg-taxonomy — ETCLOVG 七层分类法
evaluator-metrics — 评估器质量指标（Evaluator Metrics）
evolution-probe — 进化探针 (Evolution Probe)
evolutionary-algorithms — Evolutionary Algorithms (进化算法)
evolving-knowledge-injection — 进化知识注入 (Evolving Knowledge Injection)
exactline — ExactLine
execution-environment — Execution Environment（执行环境与沙箱）
execution-fidelity — Execution Fidelity
execution-harness — Execution Harness
expected-calibration-error — 预期校准误差 (Expected Calibration Error, ECE)
experience-distillation — 经验蒸馏 (Experience Distillation)
experience-representation — 经验表示 (Experience Representation)
exploratory-dynamics — 探索动力学 (Exploratory Dynamics)
exponential-decay-reward — 指数衰减奖励 (Exponential Decay Reward)
extended-kalman-filter — 扩展 Kalman 滤波
fact-augmented-key-expansion — Fact-Augmented Key Expansion
fading-memory — 衰减记忆 (Fading Memory)
faithfulness-in-ai — Faithfulness in AI
feasible-zone — Feasible Zone（可行域）
feature-absorption — 特征吸收 (Feature Absorption)
feature-family — 特征家族 (Feature Family)
feature-splitting — 特征分裂 (Feature Splitting)
feedforward-depth-limitation — 前馈深度局限 (Feedforward Depth Limitation)
few-shot-learning — Few-Shot Learning (少样本学习)
fiber-of-parametrization — 参数化纤维 (Fiber of Parametrization)
financial-agent-permission — 金融 Agent 权限管控
financial-llm-deployment — 金融行业大模型部署约束
financial-llm-model-selection — 金融大模型选型
financial-llm-requirements — 金融行业好需求工程
fine-grained-counting — 细粒度计数 (Fine-grained Counting)
first-lyapunov-coefficient — First Lyapunov Coefficient (第一Lyapunov系数)
fisher-information-metric — Fisher 信息度量 (Fisher Information Metric)
fisher-lipschitz — Fisher-Lipschitz 假设类
fisher-width — Fisher Width (Fisher 宽度)
five-axis-positional-encoding — 五轴位置编码 (Five-Axis Positional Encoding)
fixed-mean-gaussian-process — 固定均值高斯过程 (Fixed-Mean Gaussian Process)
flash-attention — FlashAttention
flash-attention-3 — FlashAttention-3
flex-attention — FlexAttention
flip-bifurcation — Flip Bifurcation (翻转分岔)
flow-matching — Flow Matching
forecasting-augmentation-taxonomy — Forecasting Augmentation Taxonomy
formal-concept-analysis — 形式概念分析 (Formal Concept Analysis)
formal-security-model — 形式化安全模型
formal-systems — 形式系统 (Formal System)
formal-theorem-proving — 形式化定理证明（Formal Theorem Proving）
formal-verification — Formal Verification (形式化验证)
forward-authentication — 外部认证委托 (Forward Authentication)
forward-repair-ladder — Forward-Repair Ladder
foundation-model-frontier-bias — 基础模型前沿偏倚（Foundation Model Frontier Bias）
fourier-filter-dynamics — Fourier Filter for Dynamics（Fourier Filter 动力学分解）
fp4-quantization-training — FP4 Quantization-Aware Training
freetimegs — FreeTimeGS
freqmask-freqmix — FreqMask / FreqMix
full-duplex-interaction — Full-Duplex Interaction
function-space-modeling — 函数空间建模 (Function-Space Modeling)
functional-input-neural-networks — 函数输入神经网络 (Functional Input Neural Network)
furstenberg-correspondence — Furstenberg Correspondence Principle
future-commit-cleanup — Future-Commit 清理 (Future-Commit Cleanup)
gambling-gibbs — Gambling Gibbs
gaussian-filtering — 高斯滤波
gaussian-manifold — 高斯流形
gaussian-process — 高斯过程 (Gaussian Process)
gaussian-width — Gaussian Width (高斯宽度)
gbrain-memory — GBrain Memory System
gene-bench — Gene-Bench
gene-evolution-protocol — 基因进化协议 (GEP)
gene-probe — 基因探针 (Gene Probe)
generalization-bounds — 泛化界 (Generalization Bounds)
generalized-delta-rule — Generalized Delta Rule
generation-verification-asymmetry — 生成-验证不对称性 (Generation-Verification Asymmetry)
generative-general-unification — Generative-General-Unification (GenAI 三支柱)
generative-perplexity — generative-perplexity
generative-recommendation — Generative Recommendation
generative-reconstruction-latent — Generative Reconstruction (Latent)
genetic-programming — Genetic Programming (遗传编程)
geometric-compression-latent — Geometric Compression (Latent CoT)
geometric-ramsey-theory — Geometric Ramsey Theory（几何拉姆齐理论）
georg-cantor — 格奥尔格·康托尔 (Georg Cantor)
gflownet-fine-tuning — GFlowNet 微调
gibbs-posterior — Gibbs 后验
glitch-art-style — 故障艺术 (Glitch Art)
global-combinatorial-optimization — Global Combinatorial Optimization (KV Cache)
global-context-hash-tree — Global Context Hash Tree (全局上下文哈希树)
godel-incompleteness-theorems — 哥德尔不完备定理 (Gödel's Incompleteness Theorems)
godel-numbering — 哥德尔编码 (Gödel Numbering)
goodharts-law — Goodhart's Law
goodsteins-theorem — 古德斯坦定理 (Goodstein's Theorem)
governance-security — Governance & Security（治理与安全）
gpt-image2 — GPT-Image-2
gradient-alignment — Gradient Alignment (PreRL)
gram-generative-recursive-reasoning — GRAM（Generative Recursive reAsoning Models）
granger-causality-tpp — Granger 因果发现 (Granger Causality in TPP)
graphrag — GraphRAG（知识图谱增强检索）
gravitino-unified-metadata — Gravitino 统一元数据管理
greedy-context-screening — Greedy Context Screening（贪心上下文筛选）
green-tao-theorem — Green-Tao Theorem
group-relative-policy-optimization — 群体相对策略优化 (GRPO)
grouped-query-attention — Grouped-Query Attention (GQA)
grpo — Group Relative Policy Optimization (GRPO)
gui-tool-hybrid-action-space — GUI-Tool Hybrid Action Space
gumbel-softmax — Gumbel-Softmax 重参数化
halftone-print-style — 半调印刷风格 (Halftone Print Style)
hallucination-mitigation — Hallucination Mitigation in LLM Systems
halting-problem — 停机问题 (Halting Problem)
hard-token — Hard Token
hardening-execution-environments — Hardening Execution Environments（硬化执行环境）
hardware-aware-algorithm — Hardware-Aware Algorithm (Mamba)
hardware-aware-prefix-scheduler — Hardware-Aware Prefix Scheduler
harness-as-a-service — Harness-as-a-Service（脚手架即服务）
harness-as-action-verifier — Harness-as-Action-Verifier
harness-as-policy — Harness-as-Policy (Code as Policy)
harness-coupling-problem — Harness Coupling Problem（Harness 耦合问题）
harness-engineering — Harness Engineering
harness-evolution — Harness Evolution（轨迹驱动的 Harness 进化）
harness-model-interaction — Harness × Model 交互效应
harnessaudit — HarnessAudit
hars — HARS（调和适应保留评分）
hawkes-process — Hawkes 过程 (Hawkes Process)
head-level-budget-allocation — Head-Level Budget Allocation
head-structure-ssm — SSM 多头结构 (Head Structure for SSMs)
heavily-compressed-attention — Heavily Compressed Attention (HCA)
held-out-validation-gate — Held-Out Validation Gate (留出验证门)
heuristic-learning — Heuristic Learning (启发式学习)
heuristic-metric — Heuristic Metric (KV Cache)
hidden-audit-channel — Hidden Audit Channel
hidden-symmetries-neural — 隐藏对称性 (Hidden Symmetries)
hierarchical-semantic-routing — 层次语义路由 — Hierarchical Semantic Routing
hierarchy-preservation — Hierarchy Preservation — Structural Knowledge for Literature Ranking
hilberts-program — 希尔伯特计划 (Hilbert's Program)
hippo — HiPPO (High-order Polynomial Projection Operators)
history-aware-routing — 历史感知路由 — History-Aware Routing
honest-open-subset — Honest 开子集 (Honest Open Subset)
hrpo — HRPO: Hybrid Reasoning Policy Optimization
human-agent-trust — 人机信任 (Human-Agent Trust)
human-centered-ai — Human-Centered AI (以人类为中心的 AI)
human-implicit-reward-signals — 人类隐式奖励信号（Human Implicit Reward Signals）
human-in-the-loop — Human-in-the-Loop — 人机协同
hybrid-attention-architecture — Hybrid Attention Architecture
hybrid-reasoning — 混合推理 (Hybrid Reasoning)
hybrid-reasoning-models — 混合推理模型 (Hybrid Reasoning Models)
hybrid-recall-pipeline — Hybrid Recall Pipeline (BM25 + Dense)
hyperagents — Hyperagents (超智能体)
hypergraph-ramsey-number — Hypergraph Ramsey Number（超图拉姆齐数）
hypernetworks — HyperNetworks: 生成网络权重的元网络
hyperplane-arrangements — 超平面排列 (Hyperplane Arrangements)
hypothesis-tree-refinement — Hypothesis Tree Refinement (HTR)
identity-reference-resolution — 身份指代消解 (Identity Reference Resolution)
image-generation-prompt-design — 图像生成 Prompt 设计
implicit-processes — 隐式过程 (Implicit Processes)
in-context-learning — 上下文学习 (In-Context Learning)
in-context-learning-rate — In-Context Learning Rate
in-database-analytics — In-Database Analytics
induction-heads — Induction Heads
inference-primitives — Inference Primitives (推理原语)
inference-time-scaling — Inference-Time Scaling（推理时扩展）
infinite-dimensional-manifolds — 无限维流形 (Infinite-Dimensional Manifolds)
infinite-width-limit — 无限宽度极限 (Infinite-Width Limit)
infinity-hierarchy — 无穷层级体系 (Infinity Hierarchy)
information-cocoons — 信息茧房（Information Cocoons）
information-flow-control — Information Flow Control
information-geometry — 信息几何 (Information Geometry)
information-leakage-vla — Information Leakage in VLA
information-performance-binding — Information-Performance Binding
input-superposition — Input Superposition
insight-backpropagation — Insight Backpropagation
intensity-free-modeling — Intensity-free 建模
intent-underspecification — 意图欠定性（Intent Underspecification）
interaction-based-explanation — 交互基解释 (Interaction-Based Explanation)
interaction-generalizability — 交互泛化性 (Interaction Generalizability)
interaction-order — 交互阶数 (Interaction Order)
interaction-types-sft — SFT 中的三类交互 (Removed, Preserved, Newly Emerged)
interactive-judge — 交互式判断器（Interactive Judge）
interleaved-gui-tool-trajectory-scaling — Interleaved GUI-Tool Trajectory Scaling Pipeline
interleaved-informal-formal-planning — 非正式-形式化交错规划（Interleaved Informal-Formal Planning）
internal-ticks — Internal Ticks
internal-world-model — Internal World Model
intersectional-persona-evaluation — Intersectional Persona Evaluation
intervention-multiplier — Intervention Multiplier
intra-head-eviction — Intra-Head Eviction
intrabench — IntraBench — Benchmark for Content-Grounded Literature QA
intragent — IntrAgent — Structural-Aware Literature Reading Agent
intraview — IntraView — Content-Grounded Literature Information Retrieval
intrinsic-dimension — Intrinsic Dimension: 参数空间的内在维度
intrinsic-rewards-sharpening — 内在奖励锐化机制 (Intrinsic Rewards Sharpening)
inward-only-gradient-flow — Inward-Only Gradient Flow (内向梯度流)
isolation-necessity-theorem — Isolation Necessity Theorem (隔离必要性定理)
isotonic-regression — Isotonic Regression
itemic-text-alignment — Itemic-Text 对齐 (Itemic-Text Alignment)
itemic-tokens — Itemic Token
iterative-capability-extension — 迭代能力扩展 — Iterative Capability Extension
iterative-code-refinement — Iterative Code Refinement (迭代代码精炼)
iterative-reading — Iterative Reading — Progressive Information Extraction from Literature
ito-calculus — Itô 微积分 (Itô Calculus)
jagged-frontier — Jagged Frontier / 锯齿前沿
jepa — JEPA (Joint Embedding Predictive Architecture)
jepa-for-robotics — JEPA for Robotics
just-in-time-retrieval — Just-in-Time Retrieval（即时检索）
k-pass-training — K-Pass Training (K 遍训练)
kalman-filter — Kalman 滤波
keydiff — KeyDiff
kl-order — KL 阶 (KL Order)
klein-blue — 克莱因蓝 (Klein Blue / IKB)
knowledge-adaptation — 知识适应 (Knowledge Adaptation)
knowledge-agnostic-augmentation — 知识无关增强 (Knowledge-Agnostic Augmentation)
knowledge-aware-augmentation — 知识感知增强 (Knowledge-Aware Augmentation)
knowledge-bank — Knowledge Bank — AI 辅助开发时代的知识管理系统
knowledge-injection — 知识注入 (Knowledge Injection)
knowledge-internalization — 知识内化 (Knowledge Internalization)
knowledge-retention — 知识保留 (Knowledge Retention)
knowledge-tree — 知识树 (Knowledge Tree)
kolmogorov-complexity — 柯尔莫哥洛夫复杂度 (Kolmogorov Complexity)
koopman-autoencoder — Koopman Autoencoder (KAE)
koopman-predictor — Koopman Predictor（Koopman 预测器）
koopman-theory — Koopman Theory（Koopman 理论）
kore-augmentation — KORE-AUGMENTATION（知识导向增强）
kore-constraint — KORE-CONSTRAINT（知识导向约束）
kv-cache — KV Cache
kv-cache-bottleneck — KV 缓存内存瓶颈
kv-cache-eviction — KV Cache Eviction
kv-injection — KV Injection
kvcache-transfer — KVCache 传输与优化
language-gradient — Language Gradient (语言梯度)
language-loss — Language Loss (语言损失)
large-reasoning-models — 大推理模型 (Large Reasoning Models)
latent-action-pretraining — Latent-Action Pretraining
latent-reasoning — 潜在推理 (Latent Reasoning)
latent-score-mdp — 潜在得分 MDP (Latent-Score MDP)
latent-thought-models — 隐式思考模型 (Latent Thought Models)
latent-variable-generative-model — Latent-Variable Generative Model（潜在变量生成模型）
latent-world-model — Latent World Model (Robotics)
layer-wise-training — Layer-wise Training (LWT): 逐层训练策略
layered-memory-architecture — 三层记忆架构
lazyar — LazyAR (Lazy Autoregressive Decoder)
leakage-free-state-prediction — Leakage-Free State Prediction
lean-imo-bench — Lean-IMO-Bench
lean-proof-assistant — Lean 证明助手（Lean Proof Assistant）
length-extrapolation — 长度外推 (Length Extrapolation)
leopold-kronecker — 利奥波德·克罗内克尔 (Leopold Kronecker)
leworldmodel — LeWorldModel
lifecycle-aware-harness — Lifecycle-Aware Harness（生命周期感知 Harness）
lifecycle-orchestration — Lifecycle & Orchestration（生命周期与编排）
lifting-identity — Lifting Identity (提升恒等式)
light-routing-agent — 轻量路由 Agent — Light Routing Agent
linear-attention — 线性注意力 (Linear Attention)
linear-attention-methods — 线性注意力方法 (Linear Attention Methods)
linear-quadratic-regulator — 线性二次调节器 (Linear Quadratic Regulator)
linear-representation-hypothesis — Linear Representation Hypothesis
linearized-neural-network — 线性化神经网络 (Linearized Neural Network)
lipschitz-continuity — Lipschitz Continuity: 利普希茨连续性
llama-factory — LLaMA-Factory
llm-applications — LLM 应用
llm-as-a-judge — LLM-as-a-Judge
llm-based-temporal-point-process — LLM 时间点过程 (LLM-based TPP)
llm-consistent-reasoning — LLM Consistent Reasoning
llm-evaluation-benchmarks — LLM 评测基准体系
llm-mcmc — LLM-MCMC
logfire — Logfire
logical-model-interaction — 交互逻辑模型 (Logical Model of Interactions)
long-context-understanding — 长上下文理解 (Long-Context Understanding)
long-horizon-evaluation — Long-Horizon Evaluation / 长视界评估
long-horizon-parsing — Long-Horizon Parsing
long-horizon-utility — Long-Horizon Utility
long-range-dependency — Long-Range Dependency
long-term-interactive-memory — Long-Term Interactive Memory
longmem-eval — LongMemEval Benchmark
look-ahead-buffer-controller — Look-Ahead Buffer Controller
loop-contract — Loop Contract（循环协议）
loop-designer — Loop Designer（循环设计师）
loop-engineering — Loop Engineering（循环工程）
loop-maturity-levels — Loop Maturity Levels（循环成熟度）
lora — LoRA (Low-Rank Adaptation)
loss-landscape — Loss Landscape: 神经网络的损失景观
lost-in-the-middle — Lost in the Middle
lottery-ticket-hypothesis — Lottery Ticket Hypothesis: 稀疏子网络的彩票假说
lovasz-local-lemma — Lovász Local Lemma
low-rank-decomposition — Low-Rank Decomposition: 神经网络低秩压缩
lucas-penrose-argument — 卢卡斯-彭罗斯论证 (Lucas-Penrose Argument)
lukv — LU-KV (Long-horizon Utility KV)
macro-level-token-economics — Macro-Level Token Economics
mamba-2 — Mamba-2
mamba-ssm — Mamba (State Space Model)
manifold-constrained-hyper-connections — Manifold-Constrained Hyper-Connections (mHC)
manifold-hypothesis — Manifold Hypothesis (流形假设)
manifold-of-minimizers — Manifold of Minimizers (极小值流形)
mapping-loss — Mapping Loss: 联合任务与几何约束的损失函数
mapping-theorem — Mapping Theorem: 参数空间的低维映射存在性定理
marginal-utility — Marginal Utility (KV Cache)
marked-temporal-point-process — 标记时间点过程 (Marked TPP)
markov-draft-head — Markov Draft Head
martingale-clt — 鞅中心极限定理 (Martingale CLT)
math-question-reformulation — 数学问题多维度改写
mathchatsync-reasoning — MathChatSync Reasoning
mathematical-pluralism — 数学多元主义 (Mathematical Pluralism)
mathematical-priority-disputes — 数学优先权争议
mathforge — MathForge 框架
maze-navigation — 迷宫导航 (Maze Navigation)
mc-dropout — MC Dropout (Monte Carlo Dropout)
mcp — MCP (Model Context Protocol)
mcp-protocol — MCP 协议 — Model Context Protocol
mcp-tools-dataset — MCP-tools 数据集
me2-principle — ME² Principle
mechanism-policy-separation — Mechanism-Policy Separation（机制与策略分离）
mechanistic-interpretability — 机制可解释性 (Mechanistic Interpretability)
megatron-lm — Megatron-LM
mem2skill — Mem2Skill — 记忆到技能转化
memcube — MemCube — 最小记忆单元
memory-caching-rnn — Memory Caching (MC)
memory-compute-decoupling — Memory-Compute Decoupling
memory-consolidation — Memory Consolidation（写后提炼）
memory-dedup-pipeline — 记忆去重管线
memory-dream — Memory Dream（记忆梦境）
memory-governance — 记忆治理 — Memory Governance
memory-indexing-retrieval-reading — Memory Indexing-Retrieval-Reading Framework
memory-recall-fast-slow — 记忆快慢召回（Memory Recall: Fast & Slow）
memory-tripartite-partition — 记忆三分区（Memory Tripartite Partition）
meso-level-token-economics — Meso-Level Token Economics
messy-context-reasoning — 混乱上下文推理 (Messy Context Reasoning)
meta-jctrader — Meta-JCTrader
meta-learning — Meta-Learning (元学习)
meta-tools — Meta Tools — 管理工具的工具
metacognitive-self-modification — Metacognitive Self-Modification (元认知自我修改)
metamathematics — 元数学 (Metamathematics)
mgmr-rq-kmeans — MGMR RQ-Kmeans
micro-level-token-economics — Micro-Level Token Economics
million-token-context — Million-Token Context
mineru — minerU — PDF-to-Markdown for Scientific Literature
minimax-optimality — Minimax 最优性 (Minimax Optimality)
minimum-viable-context — Minimum Viable Context（最小可行上下文）
misalignment-budget — 不对齐预算 (Misalignment Budget)
mixture-of-attention-schemes — Mixture of Attention Schemes (MoAS)
mixture-of-depths-attention — Mixture-of-Depths Attention (MoDA)
mixture-of-experts — Mixture of Experts (MoE)
ml-technical-debt — ML 技术债务
mlp-width-tapering — MLP Width Tapering（MLP 宽度渐缩）
mme-voke — MMEVOKE
model-collapse-step — 模型崩溃步 (Model Collapse Step, MCS)
model-driven-vs-app-driven-memory — 模型驱动 vs 应用驱动记忆
model-free-rl — Model-Free 强化学习 (Model-Free RL)
model-harness-relationship — Model-Harness Relationship (模型与Harness关系)
model-proposes-harness-executes — Model Proposes, Harness Executes
model-steering — Model Steering
moe-lora — MoELoRA
moe-lora-toolchain-conflict — MOE + LoRA 工具链冲突
moment-matching-filter — 矩匹配滤波
monocular-video-to-4d — 单目视频到 4D (Monocular Video to 4D)
mqr — Multi-Aspect Question Reformulation (MQR)
mrq-algorithm — MR.Q 算法 (MR.Q Algorithm)
MTP — MTP (Multi-Token Prediction)
multi-agent-orchestration — Multi-Agent Orchestration（多 Agent 编排）
multi-agent-safety — Multi-Agent Safety
multi-agent-spiral — 多智能体螺旋（Multi-Agent Spiral）
multi-dimensional-synthetic-data — 多维合成数据 (Multi-Dimensional Synthetic Data)
multi-head-attention — Multi-Head Attention (MHA)
multi-head-latent-attention — Multi-head Latent Attention (MLA)
multi-hot-cross-entropy — Multi-hot Cross-Entropy (MCE)
multi-model-routing — 多模型路由（Multi-Model Routing）
multi-query-attention — Multi-Query Attention (MQA)
multi-solution-recovery — Multi-Solution Recovery（多解恢复）
multi-step-planning — 多步规划 (Multi-Step Planning)
multi-teacher-on-policy-distillation — Multi-Teacher On-Policy Distillation (MODPO)
multi-token-prediction — Multi-Token Prediction (MTP)
multi-trajectory-inference — Multi-Trajectory Inference（多轨迹推理）
multi-turn-reasoning — Multi-Turn Reasoning Training (多轮推理训练)
multi-view-captioning — 多视角字幕 (Multi-View Captioning)
multimodal-large-language-model — 多模态大语言模型 (MLLM)
multimodal-rag — 多模态 RAG (Multimodal RAG)
multitask-rl — 多任务强化学习 (Multitask RL)
muon-optimizer — Muon Optimizer
nachbin-theorem — Nachbin 定理
native-sparse-attention — Native Sparse Attention (NSA)
native-streaming-ar-training — Native Streaming AR Training
natural-gradient-descent — 自然梯度下降
negative-sample-reinforcement — Negative Sample Reinforcement (NSR)
neural-synchronization — Neural Synchronization as Representation
neural-tangent-kernel — 神经正切核 (Neural Tangent Kernel)
neural-temporal-point-process — 神经时间点过程 (Neural TPP)
neurida — NeurIDA
neuroalgebraic-geometry — 神经代数几何 (Neuroalgebraic Geometry)
neuromanifold — 神经流形 (Neuromanifold)
neuron-level-models — Neuron-Level Models (NLMs)
neuron-pairing — Neuron Pairing
neuroscience — Neuroscience (神经科学)
next-state-grounding — Next-State Grounding
ngram-embedding — N-gram Embedding (in LLMs)
nokv — NoKV
non-anticipative-functionals — 非预期泛函 (Non-Anticipative Functionals)
non-stationary-time-series — Non-stationary Time Series（非平稳时间序列）
non-thinking-mode — 非思考模式 (Non-Thinking Mode)
normal-tangent-decomposition — Normal-Tangent Decomposition (法向-切向分解)
ntk-aware-interpolation — NTK-aware 位置编码插值
null-space — 零空间 (Null Space)
null-space-projection-knowledge — 零空间投影知识保留 (Null Space Projection for Knowledge Retention)
objective-driven-ai — 目标驱动AI (Objective-Driven AI)
objective-interference-collapse — Objective Interference Collapse (目标干扰坍缩)
observability — Observability & Operations（可观测性与运维）
observable-operator-model — 可观测算子模型 (Observable Operator Model, OOM)
off-policy-llm-post-training — Off-Policy LLM 后训练
offline-profiling — Offline Profiling (LU-KV)
omnidocbench — OmniDocBench
on-policy-distillation — On-Policy Distillation (OPD)
on-policy-learning-collapse — On-policy Learning Collapse
one-pass-fine-tuning — One-Pass Fine-Tuning (单遍微调)
onereason-bench — OneReason-Bench
onerec — OneRec 生成式推荐模型族
open-telemetry — OpenTelemetry (OTel)
open-vocabulary-recognition — 开放词表识别 (Open-Vocabulary Recognition)
openclaw — OpenClaw
opinion-polarization — 观点极化（Opinion Polarization）
optimal-gui-tool-path-selection — Optimal GUI-Tool Path Selection
optimality-gap — Optimality Gap
oracle-importance — Oracle Importance
order-bias-removal — Order Bias Removal
osworld-mcp — OSWorld-MCP Benchmark
output-aware-metric — Output-Aware Metric (OAM)
overthinking — 过度思考 (Overthinking)
pac-bayesian-bounds — PAC-Bayesian 泛化界 (PAC-Bayesian Bounds)
pageindex — PageIndex
paley-graph — Paley Graph
parallel-drafting — Parallel Drafting
parallel-scan — Parallel Scan (Parallel Associative Scan)
parameter-efficient-training — Parameter-Efficient Training: 参数高效训练
parametrization-map — 参数化映射 (Parametrization Map)
pareto-frontier-evaluation — Pareto 前沿评测 (Pareto Frontier Evaluation)
pareto-frontier-llm-serving — Pareto Frontier (LLM Serving)
paris-harrington-theorem — Paris-Harrington Theorem（巴黎-哈灵顿定理）
partially-observable-markov-game — 部分可观测马尔可夫博弈 (Partially Observable Markov Game, POMG)
pass-at-k-vs-pass-k — Pass@k vs Pass^k（能力上限 vs 可靠性下限）
passive-vs-active-knowledge — 被动知识 vs 主动知识
patch-based-evaluation — Patch-Based Evaluation (基于 Patch 的评测合约)
path-tracing — 路径追踪 (Path Tracing)
pdf-processing — PDF Processing
peano-arithmetic — 皮亚诺算术 (Peano Arithmetic, PA)
per-index-time-decay — Per-Index Time Decay
perception-cognition-recommendation — 感知-认知推荐层次 (R0-R3)
perception-gap — 感知鸿沟 (Perception Gap)
perfect-sequences — Perfect Sequences（完美序列）
persona-invariant-reasoning — Persona-Invariant Reasoning
personalization-trap — 个性化陷阱 (Personalization Trap)
pldm — PLDM (Pretrained Latent Dynamics Model)
poisson-process — 泊松过程 (Poisson Process)
policy-constrained-execution — Policy-Constrained Execution
policy-regret — 策略后悔 (Policy Regret)
policy-reincarnation — Policy Reincarnation
polysemanticity — 多义性与单义性 (Polysemanticity & Monosemanticity)
pomdp — 部分可观测马尔可夫决策过程 (POMDP)
position-encoding — Position Encoding (位置编码)
position-id-discrepancy — Position ID Discrepancy (位置 ID 偏差)
position-wise-conditional-acceptance — Position-wise Conditional Acceptance
positive-sample-reinforcement — Positive Sample Reinforcement (PSR)
post-action-configuration — 后动作配置 (Post-Action Configuration)
post-hoc-reasoning-rl — 后置推理 RL (Post-Hoc Reasoning RL)
post-train-space-rl — Post-train Space Reinforcement Learning
posterior-linearization-filter — 后验线性化滤波
posterior-lipschitz-adversary — 后验李普希茨对手 (Posterior-Lipschitz Adversary)
practitioner-research-gap — Practitioner-Research Gap（从业者-研究鸿沟）
pre-activation-history — Pre-Activation History
pre-hoc-reasoning-rl — 前置推理 RL (Pre-Hoc Reasoning RL)
pre-train-space-reinforcement-learning — Pre-train Space Reinforcement Learning (PreRL)
precision-weighted-fusion — 精度加权融合 (Precision-Weighted Fusion)
prediction-driven-inference — 预测驱动推断（Prediction-Driven Inference）
prediction-invariant-intervals — 预测不变区间 (Prediction-Invariant Intervals)
predictive-representation-learning — 预测表征学习 (Predictive Representation Learning)
preference-log-odds — Preference Log-Odds
preference-utility-analysis — Preference–Utility Analysis
prefill-as-a-service — Prefill-as-a-Service (PrfaaS)
prefill-decode-disaggregation — Prefill-Decode 分离架构 (PD Disaggregation)
prefix-matching — Prefix Matching（前缀匹配）
prefix-matching-invariant — Prefix Matching Invariant（前缀匹配不变性）
prefix-survival-probability — Prefix Survival Probability
preserved-interactions-backbone — 保留交互作为推理支柱 (Preserved Interactions as Inference Backbone)
pretraining-statistical-bias — 预训练统计偏好（Pretraining Statistical Bias）
primitive-completeness — Primitive Completeness (原语完备性)
primitive-recursive-functions — 原始递归函数 (Primitive Recursive Functions)
probabilistic-method — Probabilistic Method（概率方法）
probability-matching — 概率匹配（Probability Matching）
procedural-gap — 过程性鸿沟 — Procedural Gap
procedural-skill — 过程技能 (Procedural Skill)
procedural-skill-layer — Procedural Skill Layer（程序技能层）
procedural-task-execution — 程序性任务执行 (Procedural Task Execution)
product-stability — Product-Stability (乘积稳定性)
program-synthesis — Program Synthesis (程序合成)
progressive-disclosure — 渐进式披露 (Progressive Disclosure)
prompt-caching — Prompt Caching
prompt-engineering — Prompt Engineering（提示词工程）
prompt-engineering-vs-fine-tuning — 提示词工程 vs 微调
prompt-layering — Prompt Layering（提示分层）
prompt-reverse-engineering — 图片反推 Prompt (Prompt Reverse Engineering)
prompt-to-harness-evolution — Prompt-to-Harness Evolution（三阶段工程演进）
prope — PRoPE (Projective Rotary Position Encoding)
prospective-memory-index — Prospective Memory Index (前瞻记忆索引)
pseudo-huber-loss — Pseudo-Huber 损失
pushdown-in-agent-interface — Agent 接口下推 (Pushdown in Agent Interface)
pydantic — Pydantic
pydantic-ai — Pydantic AI
pydantic-core — pydantic-core
pyramidkv — PyramidKV
qlora — QLoRA (量化低秩适配)
quadrotor-trajectory-following — 四旋翼轨迹跟踪 (Quadrotor Trajectory Following)
query-intent-analyzer — Query Intent Analyzer
question-quality-vs-quantity — Question Quality vs. Quantity（问题质量 vs 数量）
queueing-network-control — 排队网络控制 (Queueing Network Control)
rademacher-complexity — Rademacher Complexity
rag — RAG (检索增强生成)
rag-closed-loop — RAG 闭环迭代（RAG Closed-Loop Iteration）
rag-systems — RAG 系统
ramsey-context-cache — Ramsey Context Cache（拉姆齐上下文缓存）
ramsey-context-graph — Ramsey Context Graph（拉姆齐上下文图）
ramsey-context-template — Ramsey Context Template（拉姆齐上下文模板）
ramsey-numbers — Ramsey Numbers（拉姆齐数）
ramsey-theory — Ramsey Theory（拉姆齐理论）
ramsey-theory-applications — Ramsey Theory Applications（拉姆齐理论应用）
random-access-binding — Random-Access Binding (随机访问绑定)
random-graph-theory — Random Graph Theory（随机图理论）
random-sphere-graph — Random Sphere Graph（随机球面图）
randomized-smoothing — 随机平滑 (Randomized Smoothing)
real-life-context-learning — 真实生活上下文学习 (Real-Life Context Learning)
real-log-canonical-threshold — 实对数典范阈值 (Real Log Canonical Threshold, RLCT)
real-world-rl — Real-World RL（真机强化学习）
reasoning-quality-optimization — Reasoning Quality Optimization
reco-result-cache — Recommendation Result Cache (Reco Result Cache)
recommendation-cot — 推荐思维链 (Recommendation CoT)
recommendation-reasoning — 推荐推理 (Recommendation Reasoning)
rectified-flows — Rectified Flows
recurrence-taxonomy — 循环分类法 (Recurrence Taxonomy)
recurrent-transformer-architectures — 循环Transformer架构 (Recurrent Transformer Architectures)
recursive-reasoning-models — Recursive Reasoning Models（递归推理模型）
recursive-self-improvement — Recursive Self-Improvement (递归自我改进)
reer-reverse-knowledge-extraction — REER 逆向知识提炼
reference-gap — 引用鸿沟 (Reference Gap)
reference-sliding-window-attention — Reference Sliding Window Attention (R-SWA)
regular-language-recognition — Regular Language Recognition
reinforced-online-policy-distillation — Reinforced Online-Policy Distillation (ROPD)
reinforcement-learning — 强化学习 (Reinforcement Learning)
reinforcement-learning-trading — Reinforcement Learning Trading（强化学习交易）
rejected-edit-buffer — Rejected-Edit Buffer (拒绝编辑缓冲)
rejection-sampling-fine-tuning — Rejection Sampling Fine-tuning (RSFT)
relational-graph — Relational Graph
reliable-state-long-running-agents — Reliable State in Long-Running Agents（长期运行中的可靠状态）
rep-mt-sac — RepMT-SAC
reparameterization-exploration — 重参数化探索 (Reparameterization Exploration)
replay-buffer-rl-llm — Replay Buffer 在 LLM RL 中的应用
representation-alignment — Representation Alignment
representation-collapse — 表征坍缩 (Representation Collapse)
representation-learning-rl — RL中的表征学习 (Representation Learning in RL)
representation-space — Representation Space
representation-validity — Representation Validity
representational-alignment — 表征对齐 (Representational Alignment)
research-hypothesis-tree — Research Hypothesis Tree
resource-access-control — Resource Access Control
reverse-proxy-authentication — 反向代理认证 (Reverse Proxy Authentication)
reward-hacking — Reward Hacking（奖励黑客）
reward-hacking-llm — LLM 奖励黑客 (Reward Hacking in LLMs)
reward-model — 奖励模型 (Reward Model, RM)
reward-recency-sampling — 奖励-最近度混合采样
rice-theorem — Rice's Theorem
richard-dedekind — 里夏德·狄德金 (Richard Dedekind)
risky-bellman-equation — Risky Bellman Equation（风险贝尔曼方程）
risograph-print-style — Riso 印刷风格 (Risograph Print Style)
rlhf — RLHF (Reinforcement Learning from Human Feedback)
rlhf-alignment-amplification — RLHF 对齐放大（RLHF Alignment Amplification）
rlvr-unified-framework — RLVR 统一理论框架
rnn-draft-head — RNN Draft Head
robustness-certification — 鲁棒性认证 (Robustness Certification)
role-setting-entrenchment — 角色设定固化（Role-Setting Entrenchment）
rolling-kv-cache — 滚动 KV 缓存 (Rolling KV Cache)
rollout-drift — Rollout Drift (推演漂移)
rotary-position-embedding — 旋转位置编码 (RoPE)
rough-path-theory — 粗糙路径理论 (Rough Path Theory)
round-trip-reconstruction-score — Round-Trip Reconstruction Score (RS@k)
rspo — RSPO (Ranking-Guided Softmax Preference Optimization)
rubric-aggregation — Rubric Aggregation
rubric-based-evaluation — 量规评估（Rubric-Based Evaluation）
rubric-based-reward-modeling — Rubric-Based Reward Modeling
rubric-construction — Rubric Construction
rubric-driven-evaluation — Rubric-Driven Evaluation
rubric-personalization — Rubric Personalization
rubric-safety — Rubric Safety
rubrics-for-llms — Rubrics for LLMs
rule-system-application — 规则系统应用 (Rule System Application)
runtime-governance — 运行时治理 — Skill Governance
runtime-harness-adaptation — Runtime Harness Adaptation（运行时骨架适配）
runtime-interface-adaptation — Runtime Interface Adaptation（运行时接口适配）
russells-paradox — 罗素悖论 (Russell's Paradox)
russian-constructivism — 俄国构成主义 (Russian Constructivism)
rwkv — RWKV (Receptance Weighted Key Value)
s-token — S-Token (Superposed Token)
safe-equilibrium-exploration — SEE: Safe Equilibrium Exploration
safe-exploration — Safe Exploration（安全探索）
safety-adherence-rate — Safety Adherence Rate
safety-filter — Safety Filter（安全过滤器）
scaling-permutation-symmetry — 缩放与置换对称性 (Scaling & Permutation Symmetries)
scientific-literature-qa — Scientific Literature QA — Question Answering over Research Papers
sde-sampler-language — SDE Sampler for Language Diffusion
se3-relative-camera-encoding — SE(3) 相对相机编码
search-and-load — Search and Load — 精选工具加载
searcher-trainer-decoupling — Searcher-Trainer 解耦架构
section-ranking — Section Ranking — Structure-Aware Literature Section Prioritization
secure-containers — 安全容器
seer-attention — SeerAttention
selective-copy — Selective Copying
selective-hitl — 选择性 HITL — Selective Human-in-the-Loop
selective-state-space — Selective State Space (S6)
selective-state-space-models — 选择性状态空间模型 (Selective State Space Models)
self-conditioning — Self-Conditioning
self-evolutionary-mutation — 自进化变异 — Self-Evolutionary Mutation
self-evolving-agents — Self-Evolving Agents (自进化 Agent)
self-evolving-benchmark — 自进化基准 (Self-Evolving Benchmark)
self-improving-ai — Self-Improving AI (自我改进人工智能)
self-reference — 自指 (Self-Reference)
self-resampling — Self-Resampling
self-verification-rewards — 自我验证奖励 (Self-Verification Rewards)
semantic-equivalence — Semantic Equivalence / 语义等价
semantic-extent — 语义 Extent (Semantic Extent)
semantic-id — Semantic ID
semantic-plane — 语义平面 (Semantic Plane)
semantic-robustness-certification — 语义鲁棒性认证 (Semantic Robustness Certification)
semi-algebraic-set — 半代数集 (Semi-algebraic Set)
semi-autoregressive-generation — Semi-Autoregressive Generation
semiseparable-matrices — 半可分矩阵 (Semiseparable Matrices)
sequence-packing — Sequence Packing (序列打包)
sequential-dependency — 顺序依赖 (Sequential Dependency)
sequential-temperature-scaling — Sequential Temperature Scaling
set-theory-history — 集合论史
sft-denoising-stage — SFT 去噪阶段 (SFT Denoising Stage)
sft-early-stopping — SFT 早停策略 (SFT Early Stopping)
sglang — SGLang
shadow-calling — Shadow Calling (影子调用)
shapley-values — Shapley 值 (Shapley Values)
shared-parameter-influence — Shared Parameter Influence
shared-weight-discretization — Shared-Weight Discretization
sharpness — Sharpness (锐度)
signature — 签名 (Signature of Paths)
sigreg — SIGReg (Sketch Isotropic Gaussian Regularization)
singular-learning-theory — 奇异学习理论 (Singular Learning Theory)
singularity — Singularity (奇点)
sink-token — 汇 Token (Sink Token)
situational-test-emotional-understanding — Situational Test of Emotional Understanding (STEU)
skill-acquisition — Skill 获取 — 四种路径
skill-as-external-state — Skill as External State (Skill 作为外部状态)
skill-composition — Skill 组合 — 多技能编排
skill-data-flywheel — Skill Data Flywheel (Skill 数据飞轮)
skill-ecosystem — Skill Ecosystem (Skill 生态系统)
skill-evolution — Skill 演化 — 修订→验证→治理
skill-issue-framework — Skill Issue Framework（Skill Issue 框架）
skill-lifecycle — Skill 生命周期
skill-probe — 技能探针 (Skill Probe)
skill-representation — Skill 表示 — 文本/代码/混合
skill-retrieval — Skill 检索 — 稠密/稀疏/生成/结构
skill-selection — Skill 选择 — 上下文/组合/效用/反馈
skillopt — SkillOpt
slow-meta-update — Slow/Meta Update (慢/元更新)
snapkv — SnapKV
social-capital-framework — Social Capital Framework (AI Bias)
social-video — Social Video
social-world-model — Social World Model
socialvideo-bench — SocialVideo Bench
soft-actor-critic — Soft Actor-Critic (SAC)
soft-supersession — Soft-Supersession
soft-token — Soft Token
softmax-off-by-one — SoftMax-off-by-One
solvability-theorem — Solvability Theorem: 加性调制映射网络的可解性
sovereign-ai — 主权AI (Sovereign AI)
space-supervision — Space Supervision
span-kto — Span-KTO
sparse-attention-patterns — 稀疏注意力模式 (Sparse Attention Patterns)
sparse-autoencoder — 稀疏自编码器 (Sparse Autoencoder)
sparsity-allocation — Sparsity Allocation (U-shaped Law)
specialist-training-pipeline — Specialist Training Pipeline
specialize-then-unify-rl — Specialize-then-Unify RL
specialized-rl — 专项强化学习 (Specialized RL)
specialized-sft — 专项监督微调 (Specialized SFT)
spectral-mdp-decomposition — 谱 MDP 分解 (Spectral MDP Decomposition)
speculative-decoding — Speculative Decoding
spiking-neural-networks — Spiking Neural Networks (SNN)
spiral-of-silence — 沉默的螺旋（Spiral of Silence）
split-steering — SPLIT Steering
spurious-predictability — Spurious Predictability
ssd-algorithm — SSD 算法 (Structured State Space Duality Algorithm)
stage-matched-data-config — Stage-Matched Data Configuration (分阶段数据配置)
standard-agent-handoffs — Standard Agent Handoffs（标准化 Agent 交接）
state-dependent-feasible-action-sets — 状态依赖可行动作集 (State-Dependent Feasible Action Sets)
state-space-models — 状态空间模型 (State-Space Models)
state-tracking — 状态追踪 (State Tracking)
statistical-contract-theory — 统计合同理论（Statistical Contract Theory）
statistical-manifold — Statistical Manifold (统计流形)
staug — STAug (EMD-based Augmentation)
steering-dynamics — Steering Dynamics
steering-vector — Steering Vector
stein-lemma — Stein 引理
stem-sparse-attention — Stem Sparse Attention
step-recurrence — 步级循环 (Step Recurrence)
stochastic-differential-equation — 随机微分方程 (Stochastic Differential Equation)
stochastic-latent-trajectory — Stochastic Latent Trajectory（随机潜在轨迹）
strategy-engineering-unification — Strategy-Engineering Unification (策略与工程统一)
strategy-gene — 策略基因 (Strategy Gene)
streaming-generation — Streaming Generation
streaming-inference — Streaming Inference
structured-knowledge — 结构化知识 (Structured Knowledge)
structured-masked-attention — 结构化掩码注意力 (Structured Masked Attention)
structured-output — 结构化输出 (Structured Output)
structured-state-space-duality — 结构化状态空间对偶 (Structured State Space Duality)
structured-state-space-models — Structured State Space Models (S4)
stub-pattern — Stub Pattern（轻量化桩模式）
subquadratic-transformer-alternatives — 次二次 Transformer 替代方案
sufficiency-check — Sufficiency Check — Explicit Hallucination Gate in Literature QA
sufficient-context-paradox — 充分上下文悖论 (Sufficient Context Paradox)
superposition — 叠加 (Superposition)
supervised-fine-tuning — 监督微调 (Supervised Fine-Tuning, SFT)
swe-bench — SWE-bench
symbolic-backpropagation — Symbolic Back-Propagation (符号反向传播)
symbolic-network — Symbolic Network (符号网络)
symbolic-regression — Symbolic Regression
synapse-model — Synapse Model
synthetic-data — 合成数据 (Synthetic Data)
synthetic-data-qa-generation — Synthetic Data QA Generation (合成数据Q&A生成)
system-2-thinking — System 2 思维
system-message-abuse — System Message Abuse（系统消息滥用）
system-stability — System Stability
szemerédi-regularity-lemma — Szemerédi Regularity Lemma
tabular-foundation-models — Tabular Foundation Models
tapestry-federated — Tapestry 联邦训练
task-conditioned-policy — 任务条件策略 (Task-Conditioned Policy)
task-distribution — 任务分布 (Task Distribution)
task-invariant-representation — 任务不变表征 (Task-Invariant Representation)
taylor-expansion-q-function — Q 函数 Taylor 展开 (Taylor Expansion of Q-Function)
tba — Trajectory Balance with Asynchrony (TBA)
teacher-forced-history — 教师强制历史 (Teacher-Forced History)
temperature-sampling — 温度采样（Temperature Sampling）
temporal-decay-neural — Temporal Decay (Neural)
temporal-patch-shuffle — Temporal Patch Shuffle (TPS)
temporal-point-process — 时间点过程 (Temporal Point Process)
temporal-rollout — 时间滚动展开 (Temporal Rollout)
tensor-contraction-duality — 张量收缩对偶 (Tensor Contraction Duality)
terminal-bench — Terminal-Bench
test-driven-rewards — 测试驱动奖励（Test-Driven Rewards）
test-time-control — 测试时控制 (Test-Time Control)
test-time-scaling — Test-Time Scaling
test-time-training-rl — 测试时训练 RL (Test-Time Training with RL)
text-proxy-for-semantics — 文本语义代理 (Text Proxy for Semantics)
text-space-optimizer — Text-Space Optimizer (文本空间优化器)
text-vs-weight-optimization — Text vs Weight Optimization (文本 vs 权重优化)
textual-learning-rate — Textual Learning Rate (文本学习率)
thinker-performer-pipeline — Thinker-Performer Pipeline
thinking-based-non-thinking — TNT: 基于思考的非思考 (Thinking-Based Non-Thinking)
thinking-mode — 思考模式 (Thinking Mode)
thinking-reward-model — Thinking Reward Model (TRM)
thinking-supervision-transfer — Thinking Supervision Transfer
thompson-sampling-code-search — Thompson Sampling Code Search
three-engineering-phases — Three Engineering Phases（三阶段工程演进）
three-stage-curriculum-training — 三阶段课程训练 (Three-Stage Curriculum Training)
throughput-hypothesis — Throughput Hypothesis (吞吐量假说)
time-aware-query-expansion — Time-Aware Query Expansion
time-series-forecasting-augmentation — Time Series Forecasting Augmentation
time-variant-dynamics — Time-variant Dynamics（时变动力学）
token-as-economic-primitive — Token as Economic Primitive
token-duplication — Token Duplication (Token 复制)
token-economics — Token Economics
token-efficiency — Token 效率 (Token Efficiency)
token-level-policy-gradient — Token 级策略梯度 (Token-Level Policy Gradient)
token-market-dynamics — Token Market Dynamics
token-position-decay — Token Position-Decay (TPD)
token-security-economics — Token Security Economics
token-shift — Token Shift
token-superposition-training — Token Superposition Training (TST)
token-wise-routing — 逐Token路由 (Token-Wise Routing)
tool-bootstrapped-rft — Tool-Bootstrapped GUI RFT
tool-efficient-path-reward — Tool-Efficient Path Reward
tool-interface — Tool Interface & Protocol Layer（工具接口与协议层）
tool-registry — 工具注册表 — Tool Registry
tool-workspace-binding — 工具-工作区绑定（Tool-Workspace Binding）
tpp-applications — TPP 应用场景
tpp-training-methods — TPP 训练方法
trace-native-evaluation — Trace-Native Evaluation（踪迹原生评估）
trading-lifecycle-driven-eviction — Trading-Lifecycle Driven Eviction (交易生命周期驱动淘汰)
trajectory-auditing — Trajectory Auditing
trajectory-balance-objective — Trajectory Balance (TB) 目标
trajectory-regulation-layer — Trajectory Regulation Layer（轨迹调控层）
trajectory-supervision — Trajectory Supervision
trajectory-synthesis — 轨迹合成 — Trajectory Synthesis
transfer-learning — Transfer Learning (迁移学习)
trm-preference-dataset — TRM-Preference Dataset
two-phase-pretraining — Two-Phase Pre-Training
two-time-scale-process — 双时间尺度过程 (Two Time-Scale Process)
type-safety-in-agents — Agent 类型安全 (Type Safety in Agents)
typeadapter — TypeAdapter
ua-sid — UA-SID (Unified Advertisement Semantic ID)
ultradata — UltraData
uncancelled-interaction-effects — 未抵消交互效应 (Uncancelled Interaction Effects)
uncertain-model — Uncertain Model（不确定模型）
uncertainty-disparity-ratio — 不确定性差异比 (Uncertainty Disparity Ratio, UDR)
uncertainty-equity-gap — 不确定性公平性差距 (Uncertainty Equity Gap, UEG)
uncertainty-quantification — 不确定性量化 (Uncertainty Quantification)
uncertainty-taxonomy — Jordan 不确定性分类法（Uncertainty Taxonomy）
unconditional-generation-latent — Unconditional Generation via Latent Reasoning
unified-latent-probe — Unified Latent Probe (ULP)
unified-rft — 统一拒绝采样微调 (Unified RFT)
unified-vsl-rspo — Unified VSL-RSPO Learning
universal-approximation-theorem — 通用逼近定理 (Universal Approximation Theorem)
unlimited-ocr — Unlimited OCR 模型
unscented-kalman-filter — 无迹 Kalman 滤波
unsupervised-rlvr — 无监督可验证奖励强化学习 (URLVR)
update-magnitude-imbalance — GRPO 更新幅度不平衡
upstream-downstream-learning — 上游-下游学习 (Upstream-Downstream Learning)
user-memory-bias — User Memory Bias
userspace-kernel — 用户空间内核
validity-decay — Validity Decay
value-aware-supervised-learning — Value-Aware Supervised Learning (VSL)
van-der-waerden-theorem — van der Waerden Theorem
variational-autoencoder — 变分自编码器 (Variational Autoencoder, VAE)
variational-linearized-laplace-approximation — 变分线性化 Laplace 近似 (VaLLA)
vector-valued-gating — Vector-Valued Gating
verbatim-pre-recall — Verbatim Pre-Recall
verification-evaluation — Verification & Evaluation（验证与评估）
verification-guided-proof-search — 验证引导证明搜索（Verification-Guided Proof Search）
verification-horizon — 验证边界（Verification Horizon）
verification-trilemma — 验证三难（Verification Trilemma）
verifier-generator-coevolution — 验证器-生成器协同进化（Verifier-Generator Co-evolution）
vertical-llm-knowledge-engineering — 垂域 LLM 知识工程 (Vertical LLM Knowledge Engineering)
vicreg — VICReg (Variance-Invariance-Covariance Regularization)
visibility-constraint — Visibility Constraint (可见性约束)
vision-language-models — Vision-Language Models (VLM)
visual-primitives — 视觉原语 (Visual Primitives)
vla-jepa — VLA-JEPA (模型)
vla-vision-language-action — VLA (Vision-Language-Action)
voronoi-decision-regions — Voronoi 决策区域 (Voronoi Decision Regions)
watanabe-triple — Watanabe 三元组 (Watanabe's Triple)
watchdog-pattern — Watchdog Pattern（看门狗模式）
wavemask-wavemix — WaveMask / WaveMix
weak-revealing-condition — 弱揭示条件 (Weak Revealing Condition)
weight-manifold-hypothesis — Weight-Manifold Hypothesis: 参数空间流形假设
weight-modulation — Weight Modulation: 权重调制
weighted-spaces — 加权空间 (Weighted Spaces)
width-based-scaling — Width-Based Scaling（宽度扩展）
wiener-process — 维纳过程 (Wiener Process)
wikilinks — Wikilinks
window-attention — 窗口注意力 (Window Attention)
wkv-time-mixing — WKV Time Mixing
workspace-first-architecture — Workspace-first 架构
world-model-lecun — LeCun 世界模型理论
world-models-rl — World Models in RL
worst-case-threat-model — 最坏情况威胁模型
x-prediction-parameterization — x-Prediction Parameterization
zero-cost-proxies — Zero-Cost Proxies (ZCP)
zero-data-cold-start — 零数据冷启动 (Zero-Data Cold Start)
zero-shot-classification — 零样本分类 (Zero-Shot Classification)

Papers

advances-temporal-point-processes-2026 — Advances in Temporal Point Processes: Bayesian, Neural, and LLM Approaches
agarwal-bayesian-attention-geometry — The Bayesian Geometry of Transformer Attention
agent-harness-engineering-survey — Agent Harness Engineering: A Survey
arbor-htr-2026 — Arbor: Hypothesis-Tree Refinement (Jin et al., RUC/MSR, 2026)
bartoldson-tba-2025 — TBA: 异步轨迹平衡 — 解耦探索与学习以实现快速可扩展的 LLM 后训练
behrouz-memory-caching-rnn — Memory Caching: RNNs with Growing Memory
bellman-taylor-score-decoding — Bellman–Taylor Score Decoding for MDPs with State-Dependent Feasible Action Sets
chen-token-economics-llm-agents — Token Economics for LLM Agents
claw-swe-bench — Claw-SWE-Bench: OpenClaw 风格 Agent Harness 的代码任务基准评测
clawless-ai-agent-security — ClawLess: AI 代理安全模型
dai-mathforge-2026 — MathForge: Harder Is Better — 难度感知GRPO与多维度问题改写
dao-transformers-are-ssms-2024 — Transformers are SSMs: Generalized Models and Efficient Algorithms Through Struc
darlow-ctm-2025 — Continuous Thought Machines (CTM)
dead-directions-geometric-singular-learning — Dead Directions: 几何奇异学习理论
deepseek-v4-million-token-context — DeepSeek-V4: 迈向高效百万 Token 上下文智能
dou-cl-bench — CL-bench: 上下文学习基准——首篇定义context learning范式的论文
DSpark — DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Gener
elf-embedded-language-flows — ELF: Embedded Language Flows
engram-conditional-memory-2026 — Engram: Conditional Memory via Scalable Lookup (Cheng et al., PKU/DeepSeek-AI, 2
fei-mcp-zero-2025 — MCP-Zero：主动工具发现
flex4dhuman — Flex4DHuman: 灵活多视角视频扩散用于 4D 人体重建
gan-bifurcation-eos — A Bifurcation Theory Framework for Gradient Descent on the Edge of Stability
gan-thinking-based-non-thinking-2026 — Thinking-Based Non-Thinking: Solving the Reward Hacking Problem in Training Hybr
gaurav-dynamic-react-2025 — Dynamic ReAct：大规模 MCP 工具选择
geometric-sae-concepts — A Geometric View for Understanding Concept Learning and Neuron Interpretation in
godel-incompleteness-tutorial — 哥德尔不完备定理教程
goru-one-pass-to-reason-2025 — One-Pass to Reason: 多轮推理的高效单遍微调
GR4AD — GR4AD: Generative Recommendation for Large-Scale Advertising
gram-generative-recursive-reasoning-paper — Generative Recursive Reasoning (GRAM)
gu-mamba — Mamba: Linear-Time Sequence Modeling with Selective State Spaces
hazare-dcgwm-2026 — DCGWM: 双通道接地世界建模 — 结构防止目标干扰坍缩
he-urlvr-sharpening-2026 — How Far Can Unsupervised RLVR Scale LLM Training?
hunyuan-team-cl-bench-life — CL-Bench Life: 真实生活上下文学习基准
jordan-collectivist-ai-2025 — AI 的集体主义经济学视角（Jordan, 2025）
kore-knowledge-injection — KORE: Knowledge-Oriented Controls for Knowledge Injection
laban-llms-corrupt-documents-delegate — LLMs Corrupt Your Documents When You Delegate
large-language-gibbs — Structured Inference with Large Language Gibbs
latent-cot-supervision — What Makes Effective Supervision in Latent Chain-of-Thought
leap-agentic-atp — LEAP: Agentic Formal Theorem Proving with General LLMs
li-amd-human-perception — "Are You Sure?": Human Perception Vulnerability in LLM Agents
liu-auditing-agent-harness-safety — Auditing Agent Harness Safety
liu-koopa-2023 — Koopa: Koopman 预测器驱动的非平稳时间序列学习
llm-attention-survey-2026 — 大语言模型注意力机制全面分析
longmem-eval-2025 — LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory (Wu et
lou-autoharness-2026 — AutoHarness: LLM Agent 的自动代码 Harness 合成
ma-intragent-2026 — IntrAgent: Content-Grounded Literature Information Retrieval
maes-leworldmodel-2026 — LeWorldModel: Stable End-to-End JEPA from Pixels
maineCoon — MaineCoon: Real-Time Audio-Visual Social World Model
me2-trm-reasoning-2026 — ME² + TRM: Complex Reasoning Optimization (Zhang et al., ICML 2026)
minimax-policy-regret-pomg — Minimax-Optimal Policy Regret in Partially Observable Markov Games
mozer-topological-trouble-transformers-2026 — The Topological Trouble With Transformers
nano-filter — NANO Filter: 非线性贝叶斯滤波的自然梯度高斯近似
nikolopoulos-spurious-predictability — Spurious Predictability in Financial Machine Learning
niu-stem-causal-sparse-attention — Stem: Rethinking Causal Information Flow in Sparse Attention
odrzywolek-eml-single-operator — All elementary functions from a single binary operator
onereason — OneReason: 生成式推荐中的推理能力解锁
ortega-phd-thesis — Uncertainty Estimation and Generalization Bounds for Modern Deep Learning
peng-rwkv7 — RWKV-7 Goose: Expressive Dynamic State Evolution
peng-tst-2026 — Token Superposition Training: 高效 LLM 预训练的 Token 叠加方法
personalization-trap-2025 — The Personalization Trap (Fang et al., Amazon, 2025)
pre-train-space-reinforcement-learning — Pre-train Space Reinforcement Learning (PreRL/DSRL)
predictive-representations-scalable-mtrl — 预测表征驱动可扩展多任务深度强化学习
principled-uncertainty-clinical-ai — Principled Uncertainty in Clinical AI: Bayesian Modelling and Equity Auditing
procedural-skills-to-strategy-genes — From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Ev
qin-prfaas-cross-datacenter — Prefill-as-a-Service: KVCache Goes Cross-Datacenter
ramsey-numbers-survey — 拉姆齐数的数学综述
ramsey-sphere-lowerbound — An exponential improvement for Ramsey lower bounds
relu-neuromanifolds-semi-algebraicity — ReLU 神经流形的纤维与半代数性
repmt-sac — Learning to Adapt: Representation-Based RL for Multi-Task Skill Transfer
rubrics-survey-2026 — The Rules of the Game: A Survey of Rubrics for Large Language Models
safe-equilibrium-exploration — Safe Equilibrium Exploration: On the Equilibrium between Feasible Zone and Uncer
semantic-robustness-certification-vlm-2026 — Semantic Robustness Certification for Vision-Language Models
sen-mapping-networks — Mapping Networks: Latent-Vector-Driven Parameter Generation with Manifold Guaran
song-agent-network-taxonomy — Complex networks of AI agentic systems: 拓扑-记忆-更新三层分类法
streaming-llm — StreamingLLM: 基于注意力汇的高效流式语言模型
tang-lukv — LU-KV: Predicting Future Utility for KV Cache Eviction
tao-klowden-ai-mathematical-methods — Mathematical methods and human thought in the age of AI
tapered-language-models — Tapered Language Models
tarpo — TARPO: Token-Wise Latent-Explicit Reasoning via Action-Routing Policy Optimizati
thinking-with-visual-primitives — Thinking with Visual Primitives — 以视觉原语思考
ticks-to-flows — From Ticks to Flows: Dynamics of Neural RL in Continuous Environments
toolcua-optimal-gui-tool-orchestration — ToolCUA: Optimal GUI-Tool Path Orchestration for Computer Use Agents
unlimited-ocr-works-2026 — Unlimited OCR Works (Yin et al., Baidu, 2026)
verification-horizon-no-silver-bullet — The Verification Horizon: No Silver Bullet for Coding Agent Rewards
vla-jepa-2026 — VLA-JEPA (Sun et al., 2026)
vu-fisher-width-2026 — Fisher Width: 统计流形上的几何复杂度度量
wan-streamer — Wan-Streamer v0.1: End-to-end Real-time Interactive Foundation Models
weighted-uat-manifolds — Weighted Universal Approximation of Differentiable Maps on Infinite-Dimensional
when-large-multimodal-models-confront-evolving-knowledge — When Large Multimodal Models Confront Evolving Knowledge
xing-trails-2024 — Trails: Database Native Model Selection (VLDB 2024)
xu-life-harness — Adapting the Interface, Not the Model: Runtime Harness Adaptation for Determinis
xu-why-steering-works — Why Steering Works: Toward a Unified View of Language Model Parameter Dynamics
yang-skillopt-2026 — SkillOpt: Agent Skill 的文本空间优化器
yao-ace-router-2026 — ACE-Router：历史感知路由
zeng-dynamic-model-slicing-2024 — Powering In-Database Dynamic Model Slicing for Structured Data Analytics (VLDB 2
zeng-neurida-2025 — NeurIDA: Dynamic Modeling for Effective In-Database Analytics
zhang-hyperagents — Hyperagents: Self-Referential Agents with Metacognitive Self-Modification
zhang-reconciling-sft-interaction-2026 — Reconciling Contradictory Views on the Effectiveness of SFT in LLMs
zhao-neurdb-2025 — NeurDB: On the Design and Implementation of an AI-powered Autonomous Database (C
zhou-agent-skills-survey-2026 — A Comprehensive Survey on Agent Skills — 综述
zhou-agent-symbolic-learning-2024 — Agent Symbolic Learning: 用符号学习实现自进化 Agent
zhu-moda-mixture-of-depths — Mixture-of-Depths Attention (MoDA)

Articles

agents-want-filesystems-nokv-2026 — Agents Want Filesystems：为什么文件系统形态的接口让 Agent 更高效
atlas-agent-memory-architecture-2026 — Atlas Agent 记忆系统架构（2026）
caddy-reverse-proxy-auth — Caddy 反向代理认证方案
cantor-stole-infinity — 窃取无穷的数学家 — 康托尔与狄德金的隐秘合作
claw-eval — Claw-Eval：面向自主Agent的端到端评测框架
crawl4ai-open-source-web-crawler — Crawl4AI：赋能AI用户的开源智能网页爬虫与数据提取工具
distributed-agent-cache-sync-2026 — 分布式Agent缓存同步：从单机到多机的Prompt Caching架构升级
financial-llm-practice-2026 — 金融行业大模型落地实践（林金曙，2026）
gpt-image2-prompt-collection — GPT-Image-2 绘图 Prompt 方法论与风格合集
lecun-llm-boundary-future — LeCun 论 LLM 的边界与未来架构
llm-spiral-of-silence-2026 — LLM 沉默螺旋：算法催生的数字从众
lyu-model-harness-evolution-2026 — Model与Harness的关系演进：从AutoHarness到Heuristic Learning
lyu-skillopt-deep-dive-2026 — SkillOpt深度解读：自进化Agent技能的'反向传播'与工程化Continued Evolve
memtensor-memos-agent-memory-2026 — MemOS：Agent 记忆基础设施
michael-jordan-mlst-collectivist-ai-2026 — Michael I. Jordan：AI 的集体主义经济学与虚假的 AGI 二元论
mini-agent-harness — 从零搭建 Mini Agent Harness
nobrega-ai-production-tradeoffs-2026 — AI 工程师的 6 种生产权衡
oppo-multimodal-data-lake — OPPO 多模态数据湖架构实践
prompt-caching-architecture — Prompt Caching 架构工程手册
prompt-to-loop-engineering-2026 — AI 开发范式演进：从 Prompt Engineering 到 Loop Engineering
pydantic-three-piece-suite — Pydantic 三件套：从校验库到 AI 基础设施
qifu-llm-finance-practice — 金融行业大模型落地实践：从知识工程到后训练部署
ramsey-context-construction — 上下文构造与拉姆齐数
real-world-safe-exploration-see-2026 — 真机强化学习的安全探索均衡 — 机器之心报道
semantic-robustness-cert-vlm-report-2026 — 面向视觉语言模型的语义鲁棒性认证：用文本提示刻画可证的语义变化区间
temporal-patch-shuffle-tps — 时序预测增强方法综述：从频域到 TPS
ultradata-l3-open-source-2026 — UltraData：面壁智能L3数据开源与数据分级治理体系
zleap-workspace-harness-2026 — Zleap-Agent：Workspace-first 的 Agent Harness 设计

Special Pages

index —
log —
README —
SCHEMA —

Reviews

ace-router-review-20260619 — ACE-Router Review
advances-temporal-point-processes-review-20260616 — Review: Advances in Temporal Point Processes
agent-harness-engineering-review-20260523 — Review: Agent Harness Engineering Survey
agent-network-taxonomy-review-20260501 — agent-network-taxonomy-review-20260501
agent-skills-survey-review-20260619 — Agent Skills Survey Review
arbor-htr-20260624 — Review: Arbor — Autonomous Research via Hypothesis-Tree Refinement
auditing-agent-harness-safety-review-20260605 — Auditing Agent Harness Safety — Review
btsd-review-20260617 — Bellman-Taylor Score Decoding 论文集成 Review
cantor-stole-infinity-2026-06-07 — 窃取无穷的数学家 — 康托尔与狄德金的历史真相
cl-bench-life-review-20260501 — CL-Bench Life 论文集成 Review
cl-bench-review-20260501 — cl-bench-review-20260501
claw-swe-bench-review-20260615 — Claw-SWE-Bench 论文集成 Review
clawless-review-20260422 — ClawLess: AI 代理安全模型 - Review 报告
ctm-review-20260515 — Continuous Thought Machines 论文集成 Review
dao-transformers-are-ssms-review-20260618 — Review: Transformers are SSMs (Mamba-2)
dcgwm-2026-06-23 — Review: DCGWM — 结构防止目标干扰坍缩的双通道接地世界建模
dead-directions-20260610 — Review: Dead Directions — Geometric Singular Learning
delegate52-review-20260514 — DELEGATE-52 Review
distributed-agent-cache-sync-review — Review: 分布式Agent缓存同步
DSpark-review-20260628 — Review: DSpark — Confidence-Scheduled Speculative Decoding with Semi-Autoregress
dynamic-react-review-20260619 — Dynamic ReAct Review
elf-embedded-language-flows-review-20260513 — Review: ELF — Embedded Language Flows
engram-conditional-memory-20260625 — Engram Review — 条件记忆作为 Transformer 的新稀疏轴
fisher-width-2026-06-23 — Review: Fisher Width — 统计流形上的几何复杂度
flex4dhuman-review-20260613 — Review: Flex4DHuman — 无几何先验的多视角视频扩散
gan-bifurcation-eos-20260623 — Review: Gan Bifurcation EoS
gan-tnt-review-20260618 — Review: Thinking-Based Non-Thinking (TNT)
geometric-sae-review-20260617 — Geometric SAE 论文集成 Review
godel-tutorial-review-20260428 — 哥德尔不完备定理教程 — Review 报告
GR4AD-review-20260628 — Review: GR4AD — Generative Recommendation for Large-Scale Advertising
hyperagents-review-20260420 — 📚 Wiki 添加 Review 报告 - Hyperagents 论文
jordan-collectivist-ai-review-20260621 — Review: A Collectivist, Economic Perspective on AI
koopa-review-20260511 — Review: Koopa — Koopman 预测器驱动的非平稳时序学习
kore-review-20260521 — KORE Review
large-language-gibbs-2026-06-25 — Large Language Gibbs Review
latent-cot-supervision-2026-06-25 — Latent CoT Supervision Review
leap-review-20260703 — LEAP Review
lecun-llm-20260608 — Review: LeCun 论 LLM 的边界与未来架构
leworldmodel-20260608 — Review: LeWorldModel (arXiv:2603.19312)
life-harness-review-20260611 — Life-Harness — Runtime Harness Adaptation 论文 Review
llm-attention-survey-review-20260429 — Review: 大语言模型注意力机制全面分析
longmem-eval-20250625 — LongMemEval Review — 长期交互记忆的系统性评测框架
lou-autoharness-review — Review: AutoHarness — 自动合成代码 Harness 改进 LLM Agent
lukv-review-20260618 — Review: LU-KV — Global Combinatorial Optimization for KV Cache Eviction
lyu-model-harness-review — Review: Model与Harness的关系演进
lyu-skillopt-deep-dive-review — Review: SkillOpt深度解读 — 自进化Agent的'反向传播'
ma-intragent-review-20260604 — IntrAgent — Content-Grounded Literature Retrieval Review
mainecoon-review-20260620 — MaineCoon Review
mamba-review-20260618 — Review: Mamba — Linear-Time Sequence Modeling with Selective State Spaces
mathforge-review-20260512 — MathForge Review — 2026-05-12
mcp-zero-review-20260619 — MCP-Zero Review
me2-trm-reasoning-20260624 — Review: ME² + TRM — Complex Reasoning Optimization
minimax-policy-regret-pomg-20260610 — Review: Minimax-Optimal Policy Regret in POMGs
mozer-topological-trouble-review-20260618 — Review: The Topological Trouble With Transformers
nano-filter-20260622 — NANO Filter Review
neurida-review-20260515 — NeurIDA 论文集成 Review
one-pass-to-reason-review-20260602 — Review: One-Pass to Reason — 多轮推理的高效单遍微调
onereason-review-20260610 — OneReason Review — 生成式推荐的推理能力解锁
ortega-phd-review-20260617 — Ortega PhD Thesis 集成 Review
peng-tst-2026-review — Review: Token Superposition Training
personalization-trap-20260624 — Review: The Personalization Trap
predictive-representations-mtrl-20260610 — Review: Predictive Representations for Scalable Multitask Deep RL
pretrain-space-rl-review-20260518 — Review: Pre-train Space Reinforcement Learning
principled-uncertainty-clinical-ai-20260610 — Review: Principled Uncertainty in Clinical AI
prompt-caching-architecture-review-20260511 — Review: Prompt Caching 架构工程手册
pydantic-three-piece-review-20260610 — Pydantic 三件套 Review — 从校验库到 AI 基础设施
ramsey-context-construction-review-20260511 — Review: 上下文构造与拉姆齐数
ramsey-numbers-survey-review-20260511 — Review: 拉姆齐数的数学综述
ramsey-sphere-lowerbound-review-20260629 — Ramsey 下界指数改进 — Review
relu-neuromanifolds-20260610 — Review: ReLU Neuromanifolds — Fibers and Semi-algebraicity
repmt-sac-review-20260617 — RepMT-SAC 论文集成 Review
rubrics-survey-review-2026-06-27 — Rubrics Survey Review
rwkv7-review-20260618 — Review: RWKV-7 Goose — Expressive Dynamic State Evolution
safe-equilibrium-exploration-review-20260629 — Safe Equilibrium Exploration — Review
sen-mapping-networks-2026-06-25 — Review: Mapping Networks
skills-to-genes-review-20260614 — Skills to Strategy Genes — Review 报告
stem-causal-sparse-attention-review-20260605 — Stem: Rethinking Causal Information Flow in Sparse Attention — Review
streaming-llm-review-20260514 — Review: StreamingLLM — 基于注意力汇的无限长流式语言模型
tapered-language-models-review-20260629 — Tapered Language Models — Review
tarpo-review-20260617 — TARPO 论文集成 Review
tba-review-20260512 — TBA Review — 2026-05-12
thinking-with-visual-primitives-review-20260430 — Review — Thinking with Visual Primitives
ticks-to-flows-review-20260617 — Ticks-to-Flows 论文集成 Review
token-economics-review-20260605 — Token Economics for LLM Agents — Review
toolcua-review-20260531 — ToolCUA Review: GUI-Tool路径编排的概念网络分析
ultradata-l3-review — Review: UltraData — 大模型数据分级治理的开源实践
unlimited-ocr-works-20260624 — Review: Unlimited OCR Works
verification-horizon-review-20260702 — Review: The Verification Horizon
vla-jepa-20260624 — Review: VLA-JEPA
wan-streamer-2026-06-25 — Wan-Streamer v0.1 Review
weighted-uat-review-20260617 — Weighted UAT 论文集成 Review
xu-why-steering-works-review-20260601 — Review: Why Steering Works — 参数动态统一视角
yang-skillopt-review — Review: SkillOpt — Agent Skill 的文本空间优化器
zhang-sft-interaction-review-20260603 — Review: Reconciling Contradictory Views on SFT in LLMs — 交互视角
zhou-agent-symbolic-learning-review — Review: Agent Symbolic Learning — 符号学习驱动的自进化Agent

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LLM Wiki

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