## General - [[2024__Dissertation__Machine Learning for Out of Distribution Database Workloads]] - [[2024__Information__Adaptive and Scalable Database Management with Machine Learning Integration - A PostgreSQL Case Study]] ## Predictrion - [[2024__ESEC-FSE__OS Pre-trained Transformer - Predicting Query Latencies across Changing System Contexts]] ## Failure Detection - LogDB: [[2025__arXiv__LogDB - Multivariate Log-based Failure Diagnosis for Distributed Databases (Extended from MultiLog)]] - [[2025__ESWA__Insights into KPI-based performance anomaly detection in database systems - A comprehensive study]] - [[2024__TSC__Towards Close-To-Zero Runtime Collection Overhead - Raft-Based Anomaly Diagnosis on System Faults for Distributed Storage System]] - MultiLog: [[2024__KDD__Multivariate Log-based Anomaly Detection for Distributed Database]] - DBPA: [[2023__PACMMOD__DBPA - A Benchmark for Transactional Database Performance Anomalies]] ## Fault Localization - LogDB: [[2025__arXiv__LogDB - Multivariate Log-based Failure Diagnosis for Distributed Databases (Extended from MultiLog)]] - OpDiag: [[2025__TKDE__OpDiag - Unveiling Database Performance Anomalies Through Query Operator Attribution]] - SDN: [[2025__ICDE__Anomaly Diagnosis with Siamese Discrepancy Networks in Distributed Cloud Databases]] - AutoDebugger: [[2025__AIDB__AutoDebugger - Efficient Root Cause Analysis for Anomaly Jobs]] - RCRank: [[2024__VLDB__RCRank - Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems]] - Vista [[2024__SoCC__Vista - Machine learning based database performance troubleshooting framework in Amazon RDS]] - [[2023__ESEC-FSE__Adapting Performance Analytic Techniques in a Real-World Database-Centric System - An Industrial Experience Report]] - BALANCE: [[2023__SIGMOD__BALANCE - Bayesian Linear Attribution for Root Cause Localization]] - CauseRank: [[2022__CCGrid__Generic and Robust Performance Diagnosis via Causal Inference for OLTP Database Systems]] - PerfAngur: - FluxInfer: [[2020__IPCCC__FluxInfer―Automatic Diagnosis of Performance Anomaly for Online Database System]] - iSQUAD: [[2020__VLDB__Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases]] - GRANO: [[2019__VLDB__GRANO - Interactive Graph-based Root Cause Analysis for Cloud-Native Distributed Data Platfor]] - ExplainIt!: [[2019__SIGMOD__ExplainIt!– A Declarative Root-cause Analysis Engine for Time Series Data]] - DBSherlock: [[2016__SIGMOD__DBSherlock―A Performance Diagnostic Tool for Transactional Databases]] ## Optimization / Tuning - [[2024__VLDB__GPTuner A Manual-Reading Database Tuning System via GPT-Guided Bayesian Optimization][]()] - [[2024__arXiv__Automatic Configuration Tuning on Cloud Database - A Survey]] - [[2024__VLDB__DB-BERT - making database tuning tools “read” the manual]] - [[2021__VLDB__openGauss - An Autonomous Database System]] - [[2017__SIGMOD__Automatic Database Management System Tuning Through Large-scale Machine Learning]] LLMを用いたDBのAIOpsについては、[[LLM4SRE]]へ。