Sibyl: Forecasting Time-Evolving Query Workloads

Summary: Sibyl forecasts time-evolving query workloads, with full statements, across multiple future windows. Template-based featurization plus a stacked-LSTM encoder-decoder handles drift and large windows, delivering 87.3% median F1 and 1.7x/1.3x gains for MV/index selection. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6862
Venue: SIGMOD
Year: 2024
Pagerank: 4.5784634e-05
Overall Rank: 8,131 | 43.44%
DOI: 10.1145/3639308

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
9,981	Survivorship Bias in Industrial Database Workloads	2026	CIDR	4.1945683e-05
10,217	This is Going to Sound Crazy, But What If We Used Large Language Models to Boost Automatic Database Tuning Algorithms By Leveraging Prior History? We Will Find Better Configurations More Quickly Than Retraining From Scratch!	2026	SIGMOD	4.1945683e-05
10,726	Improving DBMS Scheduling Decisions with Accurate Performance Prediction on Concurrent Queries	2025	VLDB	4.1945683e-05
11,084	Presto’s History-based Query Optimizer	2024	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
158	Automated Selection of Materialized Views and Indexes for SQL Databases	2000	VLDB	0.00040071492
258	DB2 Design Advisor: Integrated Automatic Physical Database Design	2004	VLDB	0.0003022091
333	Neo: A Learned Query Optimizer	2019	VLDB	0.00027206884
359	Self-Driving Database Management Systems	2017	CIDR	0.0002592783
544	Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources	2018	SIGMOD	0.00020521965
640	Bao: Making Learned Query Optimization Practical	2021	SIGMOD	0.00018759152
716	Query-based Workload Forecasting for Self-Driving Database Management Systems	2018	SIGMOD	0.00017723171
1,009	SnipSuggest: Context-Aware Autocompletion for SQL	2011	VLDB	0.00014653644
1,501	P-Store: An Elastic Database System with Predictive Provisioning	2018	SIGMOD	0.00011664869
1,922	Selecting Subexpressions to Materialize at Datacenter Scale	2018	VLDB	0.00010082599
2,045	Multi-Dimensional Clustering: A New Data Layout Scheme in DB2	2003	SIGMOD	9.6939983e-05
2,083	Towards a Learning Optimizer for Shared Clouds	2019	VLDB	9.5834572e-05
3,625	Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings	2020	SIGMOD	6.9055212e-05
4,174	Computation Reuse in Analytics Job Service at Microsoft	2018	SIGMOD	6.3856219e-05
8,774	Tiresias: Enabling Predictive Autonomous Storage and Indexing	2022	VLDB	4.4559995e-05
9,073	CrocodileDB in Action: Resource-Efficient Query Execution by Exploiting Time Slackness	2020	VLDB	4.4023079e-05

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