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STsCache: An Efficient Semantic Caching Scheme for Time-series Data Workloads Based on Hybrid Storage

Summary: Proposes STsCache, the first semantic time-series cache: hybrid memory+NVMe slab storage with a semantic index to manage query-result semantics. Adds value-driven batch eviction, time-aware deduplication and lazy compaction, yielding 4.8–10.8× DB throughput and 1.5–4.5× gains over TSCache/BSCache. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13936
Venue
VLDB
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,657 | 25.94%
DOI
10.14778/3746405.3746421

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Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
401 Conjunctive-Query Containment and Constraint Satisfaction 1998 PODS 0.00024281448
444 Semantic Data Caching and Replacement 1996 VLDB 0.0002303513
470 Materialized Views In Oracle 1998 VLDB 0.00022386815
728 Optimizing Queries Using Materialized Views: A Practical, Scalable Solution 2001 SIGMOD 0.00017459654
1,488 Scuba: Diving into Data at Facebook 2013 VLDB 0.00011690191
1,911 Algorithms for Materialized View Design in Data Warehousing Environment 1997 VLDB 0.00010117173
2,151 RINSE: Interactive Data Series Exploration with ADS+ 2015 VLDB 9.4234044e-05
3,124 Form-Based Proxy Caching for Database-Backed Web Sites 2001 VLDB 7.5263749e-05
3,724 What Modern NVMe Storage Can Do, And How To Exploit It: High-Performance I/O for High-Performance Storage Engines 2023 VLDB 6.8121422e-05
3,782 Bag Query Containment and Information Theory 2020 PODS 6.7691169e-05
4,404 TreeLine: An Update-In-Place Key-Value Store for Modern Storage 2023 VLDB 6.2052645e-05
6,296 Visualization-aware Time Series Min-Max Caching with Error Bound Guarantees 2024 VLDB 5.1199987e-05
6,597 Heracles: An Efficient Storage Model and Data Flushing for Performance Monitoring Timeseries 2021 VLDB 4.9940332e-05
7,327 XCache - A Semantic Caching System for XML Queries 2002 SIGMOD 4.7561767e-05
7,398 SmartBench: A Benchmark For Data Management In Smart Spaces 2020 VLDB 4.7364678e-05
7,672 Query Containment in Entity SQL (Extended Abstract) 2013 SIGMOD 4.6773488e-05
7,748 TSCache: An Efficient Flash-based Caching Scheme for Time-series Data Workloads 2021 VLDB 4.6571687e-05
8,124 DecLog: Decentralized Logging in Non-Volatile Memory for Time Series Database Systems 2024 VLDB 4.5765641e-05
8,991 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 4.4113784e-05
9,127 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 4.3867836e-05
9,794 Bag Semantics Conjunctive Query Containment. Four Small Steps Towards Undecidability. 2024 PODS 4.2777144e-05
9,795 Optimizing Time Series Queries with Versions 2024 SIGMOD 4.2777144e-05
9,797 Distance-based Outlier Query Optimization in Apache IoTDB 2024 VLDB 4.2777144e-05
9,798 UniView: A Unified Autonomous Materialized View Management System for Various Databases 2024 VLDB 4.2777144e-05
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