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title: "Trails: Database Native Model Selection (VLDB 2024)"
created: 2026-05-15
updated: 2026-05-15
type: paper
tags: [database, machine-learning, model-selection]
confidence: medium
---
# Trails: Database Native Model Selection
**Naili Xing, Shaofeng Cai, Gang Chen, Zhaojing Luo, Beng Chin Ooi, Jian Pei** — VLDB 2024
数据库原生的深度神经网络模型选择系统，是 NeurIDA 的前置工作之一。探索了在数据库系统中自动化选择最优深度神经网络模型的方法。
## 与 NeurIDA 的关系
Trails 关注的是**模型选择**（从候选池中选最优），而 [[zeng-neurida-2025|NeurIDA]] 更进一步实现了**动态模型构造**（从共享组件装配定制模型）。
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