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From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems

Summary: From auto-tuning to self-designed, learned data systems that adapt to data, workloads, and resource costs. Surveys ML-inspired data structures, algorithms, and query optimization to synthesize tailored relational, NoSQL, and big data systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5647
Venue
SIGMOD
Year
2019
Pagerank
5.0546781e-05
Overall Rank
6,440 | 55.25%
DOI
10.1145/3299869.3314034

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank Citing Paper Year Venue Pagerank
2,797 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 8.1116755e-05
3,466 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.0645718e-05
4,227 Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022 VLDB 6.3381409e-05
4,916 From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management 2022 VLDB 5.827729e-05
5,310 The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures 2022 SIGMOD 5.5713508e-05
6,298 Towards instance-optimized data systems 2021 VLDB 5.1182917e-05
6,394 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0770427e-05
8,095 Grep: A Graph Learning Based Database Partitioning System 2023 SIGMOD 4.5837691e-05
8,624 Limousine: Blending Learned and Classical Indexes to Self-Design Larger-than-Memory Cloud Storage Engines 2024 SIGMOD 4.4786127e-05
9,787 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 4.2799988e-05
10,853 AXE: A Task Decomposition Approach to Learned LSM Tuning 2025 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 34 of 34 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
101 The Case for Learned Index Structures 2018 SIGMOD 0.00049778866
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
203 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034868567
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031727601
242 Generalized Search Trees for Database Systems (Extended Abstract) 1995 VLDB 0.00031093647
407 Database Cracking 2007 CIDR 0.00023941779
528 Rethinking Database System Architecture: Towards a Self-tuning RISC-style Database System 2000 VLDB 0.0002085799
569 Query Optimization by Simulated Annealing 1987 SIGMOD 0.00019912758
608 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00019233548
701 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017893039
796 SageDB: A Learned Database System 2019 CIDR 0.00016541749
1,309 Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018 SIGMOD 0.00012655712
1,697 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00010859294
1,772 LLAMA: A Cache/Storage Subsystem for Modern Hardware 2013 VLDB 0.00010603139
1,801 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010485628
2,003 Data Morphing: An Adaptive, Cache-Conscious Storage Technique 2003 VLDB 9.8198787e-05
2,153 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 9.418541e-05
2,167 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 9.3879598e-05
2,231 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.2367968e-05
2,414 Towards a One Size Fits All Database Architecture 2011 CIDR 8.8572378e-05
2,519 Concurrency and Recovery in Generalized Search Trees 1997 SIGMOD 8.6048934e-05
2,606 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 8.4621503e-05
2,919 Brainwash: A Data System for Feature Engineering 2013 CIDR 7.9017482e-05
2,979 The Uncracked Pieces in Database Cracking 2014 VLDB 7.7833926e-05
3,658 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 6.8700949e-05
4,751 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 5.9411478e-05
4,863 COLT: Continuous On-Line Database Tuning 2006 SIGMOD 5.8646122e-05
5,378 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 5.5379945e-05
5,395 High-Performance Extensible Indexing 1999 VLDB 5.530641e-05
6,178 A Database System with Amnesia 2017 CIDR 5.1646168e-05
6,201 Concurrency Control for Adaptive Indexing 2012 VLDB 5.1559919e-05
6,708 Just-In-Time Data Structures 2015 CIDR 4.948865e-05
7,648 amdb: An Access Method Debugging Tool 1998 SIGMOD 4.6842082e-05
7,825 Main Memory Adaptive Denormalization 2016 SIGMOD 4.6388245e-05
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