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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
hd848eb32d05f8238
Venue
SIGMOD
Year
2019
Pagerank
5.8706416e-05
Overall Rank
6,095 | 59.15%
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
40 The Case for Learned Index Structures 2018 SIGMOD 0.00046249672
74 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00037164008
84 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035920657
151 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028611216
210 Generalized Search Trees for Database Systems (Extended Abstract) 1995 VLDB 0.00024910589
253 Database Cracking 2007 CIDR 0.00023037921
402 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00019070605
498 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017323427
550 SageDB: A Learned Database System 2019 CIDR 0.00016525249
604 Rethinking Database System Architecture: Towards a Self-tuning RISC-style Database System 2000 VLDB 0.00015642703
761 Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018 SIGMOD 0.00014191047
862 Query Optimization by Simulated Annealing 1987 SIGMOD 0.00013372073
1,188 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011580449
1,383 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010826996
1,402 LLAMA: A Cache/Storage Subsystem for Modern Hardware 2013 VLDB 0.00010754882
1,511 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 0.00010408003
1,611 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 0.00010066379
1,646 Data Morphing: An Adaptive, Cache-Conscious Storage Technique 2003 VLDB 9.9748468e-05
1,696 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.8272691e-05
1,845 Towards a One Size Fits All Database Architecture 2011 CIDR 9.507323e-05
1,900 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 9.3926585e-05
2,279 Concurrency and Recovery in Generalized Search Trees 1997 SIGMOD 8.6989205e-05
2,392 The Uncracked Pieces in Database Cracking 2014 VLDB 8.5172189e-05
2,596 Brainwash: A Data System for Feature Engineering 2013 CIDR 8.2258492e-05
3,062 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 7.6809918e-05
4,586 COLT: Continuous On-Line Database Tuning 2006 SIGMOD 6.5058648e-05
5,013 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 6.30259e-05
5,149 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.2382463e-05
5,302 High-Performance Extensible Indexing 1999 VLDB 6.1759848e-05
5,941 A Database System with Amnesia 2017 CIDR 5.9218052e-05
6,013 Concurrency Control for Adaptive Indexing 2012 VLDB 5.8958102e-05
6,466 Just-In-Time Data Structures 2015 CIDR 5.7588551e-05
7,634 amdb: An Access Method Debugging Tool 1998 SIGMOD 5.4634226e-05
7,977 Main Memory Adaptive Denormalization 2016 SIGMOD 5.3980258e-05
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