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
Authors
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,564 | Automatic Database Configuration Debugging using Retrieval-Augmented Language Models | 2025 | SIGMOD | 5.0037892e-05 |
| 7,933 | In-depth Analysis of Graph-based RAG in a Unified Framework | 2025 | VLDB | 4.6089395e-05 |
| 9,282 | DBG-PT: A Large Language Model Assisted Query Performance Regression Debugger | 2024 | VLDB | 4.3598981e-05 |
| 9,992 | Leveraging Query Optimizers to Verify the Soundness of LLM-based Query Rewrites for Real-World Workloads, and More! | 2026 | CIDR | 4.1905499e-05 |
| 10,093 | MCTuner: Spatial Decomposition-Enhanced Database Tuning via LLM-Guided Exploration | 2026 | SIGMOD | 4.1905499e-05 |
| 10,244 | DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs | 2026 | VLDB | 4.1905499e-05 |
| 10,434 | Andromeda: Debugging Database Performance Issues with Retrieval-Augmented Large Language Models | 2025 | SIGMOD | 4.1905499e-05 |
| 10,485 | Cracking SQL Barriers: An LLM-based Dialect Translation System | 2025 | SIGMOD | 4.1905499e-05 |
Previous
Page 1 / 1
Next
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 | 0.00036859633 |
| 1,024 | DBSherlock: A Performance Diagnostic Tool for Transactional Databases | 2016 | SIGMOD | 0.00014601525 |
| 1,505 | Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes | 2023 | CIDR | 0.00011601232 |
| 2,140 | Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases | 2020 | VLDB | 9.4565836e-05 |
| 4,216 | Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation | 2021 | VLDB | 6.3448176e-05 |
| 4,587 | MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems | 2021 | SIGMOD | 6.0594195e-05 |
Previous
Page 1 / 1
Next