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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
5.8924903e-05
Overall Rank
6,080 | 59.13%
DOI
10.1145/3299869.3314034
Incoming Non-self Citations Over Time
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.
Rank
Citing Paper
Year
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Pagerank
1,980
Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021
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9.2595896e-05
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AI Meets Database: AI4DB and DB4AI 2021
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3,479
Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022
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7.2695068e-05
4,442
From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management 2022
VLDB
6.5988336e-05
4,616
The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures 2022
SIGMOD
6.5000712e-05
5,248
Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022
VLDB
6.211056e-05
5,974
Towards instance-optimized data systems 2021
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5.9305575e-05
8,202
Grep: A Graph Learning Based Database Partitioning System 2023
SIGMOD
5.378708e-05
8,620
Limousine: Blending Learned and Classical Indexes to Self-Design Larger-than-Memory Cloud Storage Engines 2024
SIGMOD
5.301557e-05
10,043
The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024
SIGMOD
5.0921006e-05
11,430
AXE: A Task Decomposition Approach to Learned LSM Tuning 2025
VLDB
4.9793485e-05
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
0.00046284649
78
Automatic Database Management System Tuning Through Large-scale Machine Learning 2017
SIGMOD
0.00036684414
85
Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019
CIDR
0.00035864347
151
An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997
VLDB
0.00028672526
206
Generalized Search Trees for Database Systems (Extended Abstract) 1995
VLDB
0.00024986675
253
Database Cracking 2007
CIDR
0.00023042111
400
Monkey: Optimal Navigable Key-Value Store 2017
SIGMOD
0.00019129175
495
Building Efficient Query Engines in a High-Level Language 2014
VLDB
0.00017370758
555
SageDB: A Learned Database System 2019
CIDR
0.00016506678
604
Rethinking Database System Architecture: Towards a Self-tuning RISC-style Database System 2000
VLDB
0.0001566686
754
Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018
SIGMOD
0.00014236015
859
Query Optimization by Simulated Annealing 1987
SIGMOD
0.00013418999
1,200
Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016
SIGMOD
0.00011563303
1,380
H2O: A Hands-free Adaptive Store 2014
SIGMOD
0.00010862758
1,399
LLAMA: A Cache/Storage Subsystem for Modern Hardware 2013
VLDB
0.00010781976
1,508
Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015
SIGMOD
0.00010440205
1,605
The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018
SIGMOD
0.00010093796
1,642
Data Morphing: An Adaptive, Cache-Conscious Storage Technique 2003
VLDB
0.00010006413
1,694
Self-organizing Tuple Reconstruction in Column-stores 2009
SIGMOD
9.8562172e-05
1,848
Towards a One Size Fits All Database Architecture 2011
CIDR
9.5082163e-05
1,889
Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019
CIDR
9.4273689e-05
2,263
Concurrency and Recovery in Generalized Search Trees 1997
SIGMOD
8.7304715e-05
2,383
The Uncracked Pieces in Database Cracking 2014
VLDB
8.5435328e-05
2,586
Brainwash: A Data System for Feature Engineering 2013
CIDR
8.2560072e-05
3,060
Towards a Hands-Free Query Optimizer through Deep Learning 2019
CIDR
7.6928239e-05
4,569
COLT: Continuous On-Line Database Tuning 2006
SIGMOD
6.5298888e-05
4,986
Indexing for Interactive Exploration of Big Data Series 2014
SIGMOD
6.3264608e-05
5,131
Holistic Indexing in Main-memory Column-stores 2015
SIGMOD
6.2602133e-05
5,282
High-Performance Extensible Indexing 1999
VLDB
6.1988765e-05
5,927
A Database System with Amnesia 2017
CIDR
5.9441754e-05
6,005
Concurrency Control for Adaptive Indexing 2012
VLDB
5.9164805e-05
6,452
Just-In-Time Data Structures 2015
CIDR
5.7804153e-05
7,614
amdb: An Access Method Debugging Tool 1998
SIGMOD
5.4839029e-05
7,956
Main Memory Adaptive Denormalization 2016
SIGMOD
5.4184993e-05
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