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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
5708
Venue
SIGMOD
Year
2019
Pagerank
6.0212877e-05
Overall Rank
5,978 | 58.99%
DOI
10.1145/3299869.3314034

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{idreos_sigmod19,
        title = {{From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems}},
        author = {Idreos, Stratos and Kraska, Tim},
        series = {{SIGMOD} '19},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3299869.3314034},
        url = {https://dl.acm.org/doi/10.1145/3299869.3314034},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

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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
43 The Case for Learned Index Structures 2018 SIGMOD 0.00046060254
84 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035838391
86 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00035316107
156 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028636811
202 Generalized Search Trees for Database Systems (Extended Abstract) 1995 VLDB 0.00025454884
259 Database Cracking 2007 CIDR 0.00023119313
446 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00018332392
534 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017046514
568 SageDB: A Learned Database System 2019 CIDR 0.0001641553
600 Rethinking Database System Architecture: Towards a Self-tuning RISC-style Database System 2000 VLDB 0.00015871387
831 Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018 SIGMOD 0.00013748512
839 Query Optimization by Simulated Annealing 1987 SIGMOD 0.00013692785
1,199 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011703966
1,367 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00011014419
1,461 LLAMA: A Cache/Storage Subsystem for Modern Hardware 2013 VLDB 0.00010703712
1,503 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 0.000105564
1,616 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 0.00010213691
1,632 Data Morphing: An Adaptive, Cache-Conscious Storage Technique 2003 VLDB 0.0001016847
1,679 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 0.00010029136
1,854 Towards a One Size Fits All Database Architecture 2011 CIDR 9.6069414e-05
1,942 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 9.4451535e-05
2,227 Concurrency and Recovery in Generalized Search Trees 1997 SIGMOD 8.9111106e-05
2,378 The Uncracked Pieces in Database Cracking 2014 VLDB 8.6682285e-05
2,604 Brainwash: A Data System for Feature Engineering 2013 CIDR 8.3524514e-05
3,051 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 7.8121919e-05
4,489 COLT: Continuous On-Line Database Tuning 2006 SIGMOD 6.6675192e-05
4,883 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 6.4648124e-05
5,039 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.3909067e-05
5,173 High-Performance Extensible Indexing 1999 VLDB 6.3341007e-05
5,820 A Database System with Amnesia 2017 CIDR 6.0761631e-05
5,903 Concurrency Control for Adaptive Indexing 2012 VLDB 6.0464632e-05
6,429 Just-In-Time Data Structures 2015 CIDR 5.8805678e-05
7,497 amdb: An Access Method Debugging Tool 1998 SIGMOD 5.6037176e-05
7,832 Main Memory Adaptive Denormalization 2016 SIGMOD 5.5357919e-05
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