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Query-based Workload Forecasting for Self-Driving Database Management Systems

Summary: QueryBot 5000 forecasts query arrivals from history via the logical query composition, not resource usage. Multi-horizon, clustering-based model reduction; real-trace evaluation; external controller for PostgreSQL/MySQL to guide index selection. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5555
Venue
SIGMOD
Year
2018
Pagerank
0.00017785557
Overall Rank
704 | 95.11%
DOI
10.1145/3183713.3196908

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 70 citing papers.

Rank Citing Paper Year Venue Pagerank
819 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00016237497
1,464 Learning Multi-dimensional Indexes 2020 SIGMOD 0.0001184772
1,608 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011169837
1,721 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.00010741822
1,727 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00010731889
1,887 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00010201938
2,140 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.4565836e-05
2,494 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 8.6457436e-05
2,550 Updatable Learned Index with Precise Positions 2021 VLDB 8.5569576e-05
3,144 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4844943e-05
3,435 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 7.0946114e-05
3,466 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.0645718e-05
3,482 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.0514808e-05
3,645 Autoscaling Tiered Cloud Storage in Anna 2019 VLDB 6.882432e-05
3,655 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 6.8723042e-05
3,692 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 6.8328808e-05
3,777 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 6.7713324e-05
4,110 RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection 2021 SIGMOD 6.4358092e-05
4,216 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 6.3448176e-05
4,377 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 6.2331947e-05
4,572 Leaper: A Learned Prefetcher for Cache Invalidation in LSM-tree based Storage Engines 2020 VLDB 6.068399e-05
4,587 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.0594195e-05
4,799 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 5.9082876e-05
4,892 Forecasting Big Time Series: Old and New 2018 VLDB 5.8474831e-05
5,310 The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures 2022 SIGMOD 5.5713508e-05
5,579 Spitz: A Verifiable Database System 2020 VLDB 5.4224124e-05
5,787 Machine Learning for Databases 2021 VLDB 5.3256401e-05
5,799 Learned Approximate Query Processing: Make it Light, Accurate and Fast 2021 CIDR 5.3219666e-05
5,834 An Efficient Transfer Learning Based Configuration Adviser for Database Tuning 2024 VLDB 5.3082111e-05
5,925 HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning 2023 VLDB 5.2669029e-05
6,237 Self-Organizing Data Containers 2022 CIDR 5.1371094e-05
6,394 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0770427e-05
6,489 Towards General and Efficient Online Tuning for Spark 2023 VLDB 5.0373773e-05
6,702 Tenant Placement in Over-subscribed Database-as-a-Service Clusters 2022 VLDB 4.9518701e-05
6,788 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 4.9207259e-05
7,397 Intermittent Query Processing 2019 VLDB 4.7367491e-05
7,497 Dendrite: Bolt-on Adaptivity for Data Systems 2021 SIGMOD 4.7135369e-05
7,499 Sentinel: Understanding Data Systems 2020 SIGMOD 4.7135369e-05
7,623 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 4.6890662e-05
7,787 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 4.6468106e-05
7,809 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 4.6415559e-05
7,847 ChronoCache: Predictive and Adaptive Mid-Tier Query Result Caching 2020 SIGMOD 4.632377e-05
7,993 RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems 2025 VLDB 4.6080455e-05
8,003 The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto-Actions 2024 VLDB 4.6049527e-05
8,036 Tastes Great! Less Filling! High Performance and Accurate Training Data Collection for Self-Driving Database Management Systems 2022 SIGMOD 4.5965825e-05
8,198 Leveraging Dynamic and Heterogeneous Workload Knowledge to Boost the Performance of Index Advisors 2024 VLDB 4.556207e-05
8,434 SageDB: An Instance-Optimized Data Analytics System 2022 VLDB 4.5077955e-05
8,575 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 4.4880409e-05
8,624 Limousine: Blending Learned and Classical Indexes to Self-Design Larger-than-Memory Cloud Storage Engines 2024 SIGMOD 4.4786127e-05
8,636 WISK: A Workload-aware Learned Index for Spatial Keyword Queries 2023 SIGMOD 4.4758336e-05
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