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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
BibTeX Citation
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@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}
}
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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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