Panda: Performance Debugging for Databases using LLM Agents
Summary: Panda: a framework that grounds pre-trained LLMs with database-specific runtime context and DBE-style workflows to produce in-context, actionable performance diagnoses and fixes. Key novelty: integrated Grounding, Verification, Affordance, and Feedback to ensure accuracy and deployability. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,765 | Automatic Database Configuration Debugging using Retrieval-Augmented Language Models | 2025 | SIGMOD | 4.9325583e-05 |
| 7,931 | In-depth Analysis of Graph-based RAG in a Unified Framework | 2025 | VLDB | 4.613363e-05 |
| 9,277 | DBG-PT: A Large Language Model Assisted Query Performance Regression Debugger | 2024 | VLDB | 4.3640804e-05 |
| 9,993 | Leveraging Query Optimizers to Verify the Soundness of LLM-based Query Rewrites for Real-World Workloads, and More! | 2026 | CIDR | 4.1945683e-05 |
| 10,093 | MCTuner: Spatial Decomposition-Enhanced Database Tuning via LLM-Guided Exploration | 2026 | SIGMOD | 4.1945683e-05 |
| 10,244 | DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs | 2026 | VLDB | 4.1945683e-05 |
| 10,424 | Andromeda: Debugging Database Performance Issues with Retrieval-Augmented Large Language Models | 2025 | SIGMOD | 4.1945683e-05 |
| 10,475 | Cracking SQL Barriers: An LLM-based Dialect Translation System | 2025 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 183 | Automatic Database Management System Tuning Through Large-scale Machine Learning | 2017 | SIGMOD | 0.00036721403 |
| 1,022 | DBSherlock: A Performance Diagnostic Tool for Transactional Databases | 2016 | SIGMOD | 0.00014614917 |
| 1,541 | Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes | 2023 | CIDR | 0.00011456579 |
| 2,139 | Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases | 2020 | VLDB | 9.4640037e-05 |
| 4,240 | Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation | 2021 | VLDB | 6.3318228e-05 |
| 4,590 | MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems | 2021 | SIGMOD | 6.0620053e-05 |
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