14 KiB
14 KiB
LLM Wiki
知识索引页面 — 自动生成 最后更新：2026-05-15 | 总页面数：335
Concepts
- adaptive-computation-time — 根据输入难度动态调整计算量的技术族（ACT, PonderNet 等）
- additive-combinatorics
- agent-communication-stack
- agent-mediated-deception
- agent-network-memory-scope
- agent-network-taxonomy
- agent-network-topology
- agent-network-update-behavior
- agentic-systems
- ai-agent-security
- ai-alignment
- ai-mathematics
- ai-safety
- analytical-report-synthesizer — LLM 驱动的预测结果→分析报告自动生成器
- api-key-authentication
- attention-entropy-collapse
- attention-sinks
- automated-theorem-proving
- backtranslation-round-trip-relay — 回译接力：通过可逆编辑链评估 LLM 文档编辑保真度
- base-table-embedding — DIME 第一阶段：双路径编码捕获表内语义
- behrouz-memory-caching-rnn
- bidirectional-trajectory-evaluation
- bpf-syscall-interception
- cache-health-observability
- cache-hit-ratio
- cache-invalidation
- cache-safe-forking
- caddy-reverse-proxy-auth
- caddy-web-server
- cel-shading-style
- centralized-agent-architecture
- certainty-based-loss — 通过 argmin(loss) + argmax(certainty) 双 tick 选择实现原生自适应计算
- certainty-based-rewards
- chain-of-thought
- chaitin-algorithmic-information-theory
- chaitin-constant
- cl-bench-life
- classifier-free-guidance-language — CFG 在语言扩散模型中的应用
- clawless
- clawless-ai-agent-security
- coarse-grained-counting
- cognitive-architecture
- completeness-logic
- composable-base-model-architecture — 基础模型池 + 共享组件的可组合建模框架
- compressed-sparse-attention
- computability-theory
- computerized-adaptive-testing
- conditional-model-dispatcher — ZCP + 历史 EMA 驱动的模型选择与条件增强调度器
- confidence-correctness-alignment
- consistency-logic
- context-blue-clique
- context-compression
- context-learning
- context-misuse
- continuous-diffusion-language-models — 连续嵌入空间中的扩散语言模型
- continuous-thought-machine — CTM：以神经时序动态和同步为核心计算原理的新架构
- continuum-hypothesis
- cramer-rao-lower-bound
- crawl4ai
- crawl4ai-open-source-web-crawler
- critical-failures — 关键失败：稀疏但严重的错误解释了约80%的文档退化
- curvine-distributed-cache
- darlow-ctm-2025 — CTM: 以神经同步为表示的持续思考机器 (NeurIPS 2025)
- darwin-godel-machine
- data-slice — 任务特定的关系数据库子集，DIME 的核心数据对象
- decentralized-agent-architecture
- deepseek-v4-flash
- deepseek-v4-million-token-context
- deepseek-vit
- delegate-52 — Microsoft 基准：310工作环境 × 52专业领域，评估LLM委托工作就绪性
- delegated-work — 委托工作：新兴LLM交互范式，用户监督模型代其完成任务
- depth-scaling-signal-degradation
- diagonal-ramsey-number
- diagonalization-method
- dime-dynamic-in-database-modeling-engine — DIME：NeurIDA 的核心动态建模引擎
- discrete-diffusion-language-models — 离散 token 空间中的扩散语言模型
- distractor-context — 干扰上下文：话题相关但无需编辑的文档，模拟不完美检索精度
- document-degradation — 文档退化：LLM在长委托工作流中静默破坏文档内容的现象
- domain-knowledge-reasoning
- domain-specific-evaluation — 领域特定评估：每个领域自定义解析器和语义等价评分的评估方法
- dou-cl-bench
- duo-attention
- dynamic-in-database-modeling — 从共享组件在查询时装配定制模型的新范式
- dynamic-mode-decomposition
- dynamic-model-fusion — 上下文感知的选择性关系融合模块
- dynamic-relation-modeling — 跨表关系结构感知的消息传递
- elf-embedded-language-flows — ELF: 连续嵌入空间中的 Flow Matching 语言扩散模型 (2026)
- embedded-language-flows — ELF: 连续嵌入流匹配语言模型
- eml-operator
- empirical-discovery-simulation
- ensemble-based-rewards
- evolutionary-algorithms
- exponential-decay-reward
- few-shot-learning
- fine-grained-counting
- flash-attention
- flash-attention-3
- flow-matching — 连续时间流匹配生成框架
- formal-security-model
- formal-systems
- formal-verification
- forward-authentication
- fourier-filter-dynamics
- fp4-quantization-training
- furstenberg-correspondence
- generation-verification-asymmetry
- generative-perplexity — 基于第三方模型评估生成质量的指标
- genetic-programming
- geometric-ramsey-theory
- glitch-art-style
- godel-incompleteness-theorems
- godel-incompleteness-tutorial
- godel-numbering
- goodsteins-theorem
- gpt-image2
- gpt-image2-prompt-collection
- gravitino-unified-metadata
- greedy-context-screening
- green-tao-theorem
- group-relative-policy-optimization
- grouped-query-attention
- halftone-print-style
- halting-problem
- he-urlvr-sharpening-2026
- heavily-compressed-attention
- hilberts-program
- human-agent-trust
- human-centered-ai
- hunyuan-team-cl-bench-life
- hybrid-attention-architecture
- hyperagents
- hypergraph-ramsey-number
- identity-reference-resolution
- image-generation-prompt-design
- in-database-analytics — 在 DBMS 内部直接执行 ML/分析任务的方法论
- internal-ticks — 与数据维度解耦的内部时序，CTM 的「思考步骤」展开维度
- internal-world-model — agent 内部构建的环境表征，在 CTM 迷宫任务中涌现
- intrinsic-rewards-sharpening
- jagged-frontier — 锯齿前沿：AI模型能力在不同领域间不均衡、不可预测的分布
- klein-blue
- knowledge-bank
- kolmogorov-complexity
- koopman-autoencoder
- koopman-predictor
- koopman-theory
- kv-cache-bottleneck
- kvcache-transfer
- laban-llms-corrupt-documents-delegate — "LLMs Corrupt Your Documents When You Delegate" — DELEGATE-52
- length-extrapolation — 长度外推：让 LLM 处理超出预训练窗口的序列长度
- li-amd-human-perception
- linear-attention-methods
- liu-koopa-2023
- llm-applications
- llm-attention-survey-2026
- llm-evaluation-benchmarks
- log — 变更日志
- long-context-understanding
- long-horizon-evaluation — 长视界评估：通过延长交互揭示短评估中不可见的退化模式
- lost-in-the-middle
- lovasz-local-lemma
- lucas-penrose-argument
- mamba-ssm
- manifold-constrained-hyper-connections
- mathematical-pluralism
- maze-navigation
- memory-caching-rnn
- messy-context-reasoning
- meta-jctrader
- meta-learning
- metacognitive-self-modification
- metamathematics
- million-token-context
- mixture-of-attention-schemes
- mixture-of-depths-attention
- mixture-of-experts
- model-collapse-step
- multi-head-attention
- multi-head-latent-attention
- multi-query-attention
- multi-token-prediction
- multimodal-large-language-model
- muon-optimizer
- native-sparse-attention
- neural-synchronization — 将神经元激活历史的时序相关性直接用作潜在表示
- neurida — Neural In-Database Analytics：自主端到端库内分析系统
- neuron-level-models — 每个神经元拥有私有参数的 MLP，替代统一激活函数
- neuron-pairing — 对 O(D²) 同步矩阵的子采样策略，用于效率与表达力平衡
- neuroscience
- nikolopoulos-spurious-predictability
- non-stationary-time-series
- ntk-aware-interpolation
- odrzywolek-eml-single-operator
- on-policy-distillation
- oppo-multimodal-data-lake
- paley-graph
- paris-harrington-theorem
- path-tracing
- peano-arithmetic
- perception-gap
- pre-activation-history — 每个神经元维护的滚动前激活缓冲区，NLM 的输入
- prefill-as-a-service
- prefill-decode-disaggregation
- prefix-matching
- primitive-recursive-functions
- probabilistic-method
- procedural-task-execution
- program-synthesis
- prompt-caching
- prompt-caching-architecture
- prompt-layering
- prompt-reverse-engineering
- qin-prfaas-cross-datacenter
- query-intent-analyzer — LLM 驱动的 NLQ 解析器，输出结构化任务/数据画像
- rag-systems
- ramsey-context-cache
- ramsey-context-construction
- ramsey-context-graph
- ramsey-context-template
- ramsey-numbers
- ramsey-numbers-survey
- ramsey-theory
- ramsey-theory-applications
- random-graph-theory
- README — Wiki 说明
- real-life-context-learning
- rectified-flows — Flow Matching 中的直线插值路径
- recursive-self-improvement
- reference-gap
- reinforcement-learning-trading
- relational-graph — 以 FK-PK 为边的元组图，关系建模的数据结构基础
- reverse-proxy-authentication
- reward-hacking-llm
- reward-model
- risograph-print-style
- rlvr-unified-framework
- rolling-kv-cache — 滚动 KV 缓存：StreamingLLM 的两段式固定大小缓存机制
- rotary-position-embedding
- round-trip-reconstruction-score — RS@k：衡量k次交互后文档重建质量的评估指标
- rule-system-application
- russells-paradox
- russian-constructivism
- SCHEMA — Wiki 结构规范
- sde-sampler-language — 语言扩散中的随机微分方程采样器
- secure-containers
- seer-attention
- self-conditioning — 用自身中间预测作为条件的扩散技术
- self-improving-ai
- self-reference
- self-verification-rewards
- semantic-equivalence — 语义等价：通过领域特定解析器衡量文档间语义等价程度的方法
- shared-weight-discretization — ELF 的共享权重去噪-解码机制
- singularity
- sink-token — 可学习汇 Token：预训练时添加专用 Token 作为唯一注意力汇
- softmax-off-by-one — SoftMax₁：允许丢弃多余注意力的 SoftMax 变体
- song-agent-network-taxonomy
- sparse-attention-patterns
- specialist-training-pipeline
- specialized-rl
- specialized-sft
- spiking-neural-networks — 使用离散脉冲和事件驱动计算的生物启发神经网络
- spurious-predictability
- streaming-llm — StreamingLLM: 基于注意力汇的无限长流式语言模型推理框架 (ICLR 2024)
- stub-pattern
- subquadratic-transformer-alternatives
- symbolic-regression
- synapse-model — CTM 的 U-Net 风格循环突触结构，神经元间信息共享引擎
- system-2-thinking
- system-message-abuse
- szemerédi-regularity-lemma
- tabular-foundation-models — 大规模表格数据预训练的基础模型（TabPFN, TabICL 等）
- tao-klowden-ai-mathematical-methods
- temporal-decay-neural — 每对神经元可学习的指数衰减参数，控制同步的时间尺度
- test-time-scaling
- test-time-training-rl
- thinking-with-visual-primitives
- time-variant-dynamics
- token-efficiency
- tool-registry
- transfer-learning
- unified-rft
- unsupervised-rlvr
- userspace-kernel
- van-der-waerden-theorem
- visual-primitives
- window-attention — 窗口注意力：仅缓存最近 Token 的朴素方案，因驱逐注意力汇而崩溃
- worst-case-threat-model
- x-prediction-parameterization — Flow Matching 中直接预测干净数据的参数化
- xing-trails-2024 — Trails: 数据库原生的深度神经网络模型选择 (VLDB 2024)
- zeng-dynamic-model-slicing-2024 — 数据库内的动态模型切片技术 (VLDB 2024)
- zeng-neurida-2025 — NeurIDA: 动态库内建模实现有效的关系数据库分析
- zero-cost-proxies — 无需完整训练即可估计模型性能的 NAS 技术
- zhang-hyperagents
- zhao-neurdb-2025 — NeurDB: AI 驱动的自主数据库 (CIDR 2025)
- zhu-moda-mixture-of-depths
Papers
- behrouz-memory-caching-rnn
- clawless-ai-agent-security
- darlow-ctm-2025 — CTM: 以神经同步为表示的持续思考机器 (NeurIPS 2025)
- deepseek-v4-million-token-context
- dou-cl-bench
- elf-embedded-language-flows — ELF: 连续嵌入空间中的 Flow Matching 语言扩散模型 (2026)
- godel-incompleteness-tutorial
- he-urlvr-sharpening-2026
- hunyuan-team-cl-bench-life
- laban-llms-corrupt-documents-delegate — "LLMs Corrupt Your Documents When You Delegate" — DELEGATE-52
- li-amd-human-perception
- liu-koopa-2023
- llm-attention-survey-2026
- nikolopoulos-spurious-predictability
- odrzywolek-eml-single-operator
- qin-prfaas-cross-datacenter
- ramsey-numbers-survey
- song-agent-network-taxonomy
- streaming-llm — StreamingLLM: 基于注意力汇的无限长流式语言模型推理框架 (ICLR 2024)
- tao-klowden-ai-mathematical-methods
- thinking-with-visual-primitives
- xing-trails-2024 — Trails: 数据库原生的深度神经网络模型选择 (VLDB 2024)
- zeng-dynamic-model-slicing-2024 — 数据库内的动态模型切片技术 (VLDB 2024)
- zeng-neurida-2025 — NeurIDA: 动态库内建模实现有效的关系数据库分析
- zhang-hyperagents
- zhao-neurdb-2025 — NeurDB: AI 驱动的自主数据库 (CIDR 2025)
- zhu-moda-mixture-of-depths
Articles
- caddy-reverse-proxy-auth
- crawl4ai-open-source-web-crawler
- gpt-image2-prompt-collection
- oppo-multimodal-data-lake
- prompt-caching-architecture
- ramsey-context-construction
Special Pages
Reviews
- ctm-review-20260515 — CTM 论文集成 Review (2026-05-15)