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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
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
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
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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
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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
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9.4451535e-05
2,227
Concurrency and Recovery in Generalized Search Trees
1997
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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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