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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
5.8897947e-05
Overall Rank
6,081 | 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
Venue
Pagerank
1,982
Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021
SIGMOD
9.2570284e-05
2,908
AI Meets Database: AI4DB and DB4AI 2021
SIGMOD
7.8716173e-05
3,480
Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022
VLDB
7.2661848e-05
4,444
From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management 2022
VLDB
6.5957098e-05
4,618
The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures 2022
SIGMOD
6.4981355e-05
5,250
Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022
VLDB
6.2092552e-05
5,973
Towards instance-optimized data systems 2021
VLDB
5.9281867e-05
8,210
Grep: A Graph Learning Based Database Partitioning System 2023
SIGMOD
5.3761621e-05
8,619
Limousine: Blending Learned and Classical Indexes to Self-Design Larger-than-Memory Cloud Storage Engines 2024
SIGMOD
5.3001199e-05
10,048
The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024
SIGMOD
5.0896901e-05
11,436
AXE: A Task Decomposition Approach to Learned LSM Tuning 2025
VLDB
4.9769913e-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
0.00046363107
78
Automatic Database Management System Tuning Through Large-scale Machine Learning 2017
SIGMOD
0.00036675568
85
Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019
CIDR
0.00035876108
151
An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997
VLDB
0.00028664776
207
Generalized Search Trees for Database Systems (Extended Abstract) 1995
VLDB
0.00024976482
252
Database Cracking 2007
CIDR
0.00023101361
400
Monkey: Optimal Navigable Key-Value Store 2017
SIGMOD
0.00019124757
495
Building Efficient Query Engines in a High-Level Language 2014
VLDB
0.00017363171
555
SageDB: A Learned Database System 2019
CIDR
0.0001650754
604
Rethinking Database System Architecture: Towards a Self-tuning RISC-style Database System 2000
VLDB
0.00015664234
753
Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018
SIGMOD
0.00014232329
859
Query Optimization by Simulated Annealing 1987
SIGMOD
0.0001341356
1,200
Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016
SIGMOD
0.00011559584
1,380
H2O: A Hands-free Adaptive Store 2014
SIGMOD
0.00010858313
1,398
LLAMA: A Cache/Storage Subsystem for Modern Hardware 2013
VLDB
0.00010778761
1,509
Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015
SIGMOD
0.00010436933
1,606
The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018
SIGMOD
0.00010091937
1,642
Data Morphing: An Adaptive, Cache-Conscious Storage Technique 2003
VLDB
0.00010002341
1,693
Self-organizing Tuple Reconstruction in Column-stores 2009
SIGMOD
9.8522869e-05
1,845
Towards a One Size Fits All Database Architecture 2011
CIDR
9.5158088e-05
1,891
Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019
CIDR
9.4233024e-05
2,265
Concurrency and Recovery in Generalized Search Trees 1997
SIGMOD
8.7267108e-05
2,384
The Uncracked Pieces in Database Cracking 2014
VLDB
8.5401256e-05
2,587
Brainwash: A Data System for Feature Engineering 2013
CIDR
8.2523942e-05
3,057
Towards a Hands-Free Query Optimizer through Deep Learning 2019
CIDR
7.6960881e-05
4,571
COLT: Continuous On-Line Database Tuning 2006
SIGMOD
6.5269069e-05
4,989
Indexing for Interactive Exploration of Big Data Series 2014
SIGMOD
6.3234684e-05
5,134
Holistic Indexing in Main-memory Column-stores 2015
SIGMOD
6.2573427e-05
5,286
High-Performance Extensible Indexing 1999
VLDB
6.196093e-05
5,927
A Database System with Amnesia 2017
CIDR
5.9413918e-05
6,005
Concurrency Control for Adaptive Indexing 2012
VLDB
5.9137728e-05
6,454
Just-In-Time Data Structures 2015
CIDR
5.7777861e-05
7,619
amdb: An Access Method Debugging Tool 1998
SIGMOD
5.4813746e-05
7,960
Main Memory Adaptive Denormalization 2016
SIGMOD
5.4159343e-05
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