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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
hb0e19ca9f980682f
Venue
VLDB
Year
2022
Pagerank
5.2387388e-05
Overall Rank
8,902 | 40.33%
DOI
10.14778/3551793.3551857
PDF
Download (CC BY-NC-ND 4.0)

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
7,162 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 5.5798063e-05
10,774 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 4.9605343e-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
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00039323387
74 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00037164008
98 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00034050614
142 Neo: A Learned Query Optimizer 2019 VLDB 0.00029114937
232 TiDB: A Raft-based HTAP Database 2020 VLDB 0.00023776373
236 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00023639649
253 Database Cracking 2007 CIDR 0.00023037921
259 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00022881075
313 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00021288111
332 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.00020739447
355 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00020146245
380 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00019530546
458 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017870238
493 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.0001735831
545 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.0001657599
1,157 P-Store: An Elastic Database System with Predictive Provisioning 2018 SIGMOD 0.00011748784
1,188 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011580449
1,327 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011014905
1,517 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 0.00010385462
1,611 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 0.00010066379
1,696 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.8272691e-05
1,749 The SDSS SkyServer - Public Access to the Sloan Digital Sky Survey Data 2002 SIGMOD 9.7167373e-05
1,846 Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 9.5057831e-05
2,290 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 8.6813363e-05
2,828 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 7.9476509e-05
2,959 F1 Lightning: HTAP as a Service 2020 VLDB 7.7990674e-05
3,062 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 7.6809918e-05
3,456 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.2673968e-05
3,890 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 6.926806e-05
3,959 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.8804723e-05
3,963 SAP HANA: The Evolution from a Modern Main-Memory Data Platform to an Enterprise Application Platform 2013 VLDB 6.8786102e-05
4,549 One Model to Rule them All: Towards Zero-Shot Learning for Databases 2022 CIDR 6.5328866e-05
6,429 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 5.7691021e-05
6,835 CrocodileDB: Efficient Database Execution through Intelligent Deferment 2020 CIDR 5.6527238e-05
6,921 Seagull: An Infrastructure for Load Prediction and Optimized Resource Allocation 2021 VLDB 5.63068e-05
7,904 ChronoCache: Predictive and Adaptive Mid-Tier Query Result Caching 2020 SIGMOD 5.4133709e-05
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