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Tiresias: Enabling Predictive Autonomous Storage and Indexing

Summary: Tiresias predicts latency by learning data-access costs across storage layouts for HTAP workloads. Collecting latencies and histories online enables autonomous storage/index adaptation; experiments show predictive benefits and trade-offs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12982
Venue
VLDB
Year
2022
Pagerank
5.3740362e-05
Overall Rank
8,783 | 39.75%
DOI
10.14778/3551793.3551857

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{abebe_vldb22,
        title = {{Tiresias: Enabling Predictive Autonomous Storage and Indexing}},
        author = {Abebe, Michael and Lazu, Horatiu and Daudjee, Khuzaima},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {11},
        pages = {3126--3136},
        doi = {10.14778/3551793.3551857},
        url = {https://doi.org/10.14778/3551793.3551857},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
7,580 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 5.5925285e-05
10,518 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 36 of 36 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
60 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0003955489
86 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00035316107
100 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00034385207
154 Neo: A Learned Query Optimizer 2019 VLDB 0.00028726181
226 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00024027277
259 Database Cracking 2007 CIDR 0.00023119313
271 TiDB: A Raft-based HTAP Database 2020 VLDB 0.00022703024
290 An Overview of Query Optimization in Relational Systems 1998 PODS 0.0002227038
345 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.00020656723
347 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00020651582
378 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00019638121
387 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00019442332
461 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00018068441
501 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.0001738508
563 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.0001650812
1,199 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011703966
1,218 P-Store: An Elastic Database System with Predictive Provisioning 2018 SIGMOD 0.00011621066
1,312 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011193166
1,548 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 0.00010392475
1,616 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 0.00010213691
1,679 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 0.00010029136
1,719 The SDSS SkyServer - Public Access to the Sloan Digital Sky Survey Data 2002 SIGMOD 9.9268286e-05
1,811 Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 9.698026e-05
2,313 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 8.762627e-05
2,822 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 8.0898536e-05
2,972 F1 Lightning: HTAP as a Service 2020 VLDB 7.9114157e-05
3,051 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 7.8121919e-05
3,413 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.4326381e-05
3,830 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 7.0877801e-05
3,873 SAP HANA: The Evolution from a Modern Main-Memory Data Platform to an Enterprise Application Platform 2013 VLDB 7.0566747e-05
3,961 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.987575e-05
4,468 One Model to Rule them All: Towards Zero-Shot Learning for Databases 2022 CIDR 6.6819041e-05
6,480 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 5.8669819e-05
6,684 CrocodileDB: Efficient Database Execution through Intelligent Deferment 2020 CIDR 5.8036476e-05
6,781 Seagull: An Infrastructure for Load Prediction and Optimized Resource Allocation 2021 VLDB 5.7764885e-05
7,722 ChronoCache: Predictive and Adaptive Mid-Tier Query Result Caching 2020 SIGMOD 5.5586232e-05
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