Auto-update: Add 25 new AI4DB papers (2026-03-05)

[LumingSun]

📚 自动论文更新

本 PR 由 AI4DB Paper Collector 自动生成，添加了最新的相关论文。

📊 统计信息

• 新增论文数量：25

📁 按分类统计

系统与教程 (11 篇)

• Towards Effective Orchestration of AI x DB Workloads (arXiv (2026)) [arXiv]
• GenDB: The Next Generation of Query Processing -- Synthesized, Not Engineered (arXiv (2026)) [arXiv]
• PIPE-RDF: An LLM-Assisted Pipeline for Enterprise RDF Benchmarking (arXiv (2026)) [arXiv]
• APEX-SQL: Talking to the data via Agentic Exploration for Text-to-SQL (arXiv (2026)) [arXiv]
• GPU-Accelerated Algorithms for Graph Vector Search: Taxonomy, Empirical Study, and Research Directions (arXiv (2026)) [arXiv]
• BIRDTurk: Adaptation of the BIRD Text-to-SQL Dataset to Turkish (arXiv (2026)) [arXiv]
• Beyond Single-Modal Analytics: A Framework for Integrating Heterogeneous LLM-Based Query Systems for Multi-Modal Data (arXiv (2026)) [arXiv]
• AI-Driven autonomous database management: Self-tuning, predictive query optimization, and intelligent indexing in enterprise it environments (World Journal of Advanced Research and Reviews (2025))
• DB-BERT: making database tuning tools “read” the manual (The VLDB journal (2023))
• Demonstrating DB-BERT: A Database Tuning Tool that "Reads" the Manual (SIGMOD Conference (2022))
• ... 还有 1 篇

LLM for DB (12 篇)

• MoDora: Tree-Based Semi-Structured Document Analysis System (arXiv (2026)) [arXiv]
• TabTracer: Monte Carlo Tree Search for Complex Table Reasoning with Large Language Models (arXiv (2026)) [arXiv]
• DTBench: A Synthetic Benchmark for Document-to-Table Extraction (arXiv (2026)) [arXiv]
• Arming Data Agents with Tribal Knowledge (arXiv (2026)) [arXiv]
• Vibe Coding on Trial: Operating Characteristics of Unanimous LLM Juries (arXiv (2026)) [arXiv]
• GraphSeek: Next-Generation Graph Analytics with LLMs (arXiv (2026)) [arXiv]
• Making Databases Faster with LLM Evolutionary Sampling (arXiv (2026)) [arXiv]
• Nexus: Inferring Join Graphs from Metadata Alone via Iterative Low-Rank Matrix Completion (arXiv (2026)) [arXiv]
• Hunt Instead of Wait: Evaluating Deep Data Research on Large Language Models (arXiv (2026)) [arXiv]
• GPTuner: An LLM-Based Database Tuning System (SIGMOD record (2025))
• ... 还有 2 篇

SQL Related (1 篇)

• Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases (arXiv (2026)) [arXiv]

Configuration Tuning (1 篇)

• A Query-Level Distributed Database Tuning System with Machine Learning (Fall Joint Computer Conference (2022))

🔍 筛选标准

• 来源：arXiv (cs.DB, cs.AI), DBLP 收录的数据库会议/期刊
• 相关性：使用 LLM 判断是否属于 AI4DB 领域
• 去重：基于标题、arXiv ID、DOI 进行去重

📝 论文格式说明

论文条目格式：* 标题 (Venue Year) [[arXiv]](url)

⚠️ 注意事项

• 请人工检查论文的相关性和分类准确性
• 确认论文格式符合 README 规范
• 检查是否有重复或遗漏

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