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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
12795
Venue
VLDB
Year
2022
Pagerank
4.457682e-05
Overall Rank
8,714 | 39.44%
DOI
10.14778/3551793.3551857

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
7,809 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 4.6415559e-05
10,230 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 4.1905499e-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
132 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00043697853
181 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00036970794
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
329 Neo: A Learned Query Optimizer 2019 VLDB 0.00027301488
339 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00026895683
407 Database Cracking 2007 CIDR 0.00023941779
423 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00023628474
454 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00022796106
486 TiDB: A Raft-based HTAP Database 2020 VLDB 0.00022039625
496 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.00021705611
517 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00021193179
634 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018844568
662 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.00018478597
704 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017785557
876 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015660534
1,498 P-Store: An Elastic Database System with Predictive Provisioning 2018 SIGMOD 0.00011660631
1,592 The SDSS SkyServer - Public Access to the Sloan Digital Sky Survey Data 2002 SIGMOD 0.00011215586
1,697 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00010859294
1,786 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00010543881
2,050 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 9.6883066e-05
2,153 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 9.418541e-05
2,231 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.2367968e-05
2,361 Merging What’s Cracked, Cracking What’s Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 8.9648608e-05
3,144 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4844943e-05
3,187 SAP HANA: The Evolution from a Modern Main-Memory Data Platform to an Enterprise Application Platform 2013 VLDB 7.4194933e-05
3,623 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 6.9017341e-05
3,658 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 6.8700949e-05
3,764 F1 Lightning: HTAP as a Service 2020 VLDB 6.7762323e-05
3,893 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 6.653922e-05
4,507 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 6.1271582e-05
4,587 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.0594195e-05
5,250 One Model to Rule them All: Towards Zero-Shot Learning for Databases 2022 CIDR 5.6007779e-05
6,788 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 4.9207259e-05
6,986 CrocodileDB: Efficient Database Execution through Intelligent Deferment 2020 CIDR 4.8672517e-05
7,044 Seagull: An Infrastructure for Load Prediction and Optimized Resource Allocation 2021 VLDB 4.8475963e-05
7,847 ChronoCache: Predictive and Adaptive Mid-Tier Query Result Caching 2020 SIGMOD 4.632377e-05
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