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Mnemosyne: Dynamic Workload-Aware BF Tuning via Accurate Statistics in LSM trees

Summary: Mnemosyne dynamically reallocates Bloom Filters for evolving LSM trees, tuning memory without workload knowledge. It adds Merlin, a sliding-window per-file tracker, and Mnemosyne+ with a refined per-file cost model. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7246
Venue
SIGMOD
Year
2025
Pagerank
4.32934e-05
Overall Rank
9,529 | 33.71%
DOI
10.1145/3725327

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
8,805 ArceKV: Towards Workload-driven LSM-compactions for Key-Value Store Under Dynamic Workloads 2026 VLDB 4.4466855e-05
10,176 Improving Range Scan Performance in LSM-trees with Group Caching 2026 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 25 of 25 cited papers.

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

Rank Cited Paper Year Venue Pagerank
379 bLSM: A General Purpose Log Structured Merge Tree 2012 SIGMOD 0.0002493527
609 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.0001923446
716 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017723171
1,311 Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018 SIGMOD 0.00012657439
1,366 SlimDB: A Space-Efficient Key-Value Storage Engine For Semi-Sorted Data 2017 VLDB 0.00012357685
1,438 AsterixDB: A Scalable, Open Source BDMS 2014 VLDB 0.00011973592
2,004 X-Engine: An Optimized Storage Engine for Large-scale E-commerce Transaction Processing 2019 SIGMOD 9.811707e-05
2,109 The Log-Structured Merge-Bush & the Wacky Continuum 2019 SIGMOD 9.5318694e-05
2,471 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 8.7320072e-05
2,606 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 8.4645832e-05
2,798 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 8.1080111e-05
3,386 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 7.1577103e-05
3,793 Constructing and Analyzing the LSM Compaction Design Space 2021 VLDB 6.7617833e-05
3,965 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 6.5820028e-05
3,967 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 6.5796647e-05
4,588 Leaper: A Learned Prefetcher for Cache Invalidation in LSM-tree based Storage Engines 2020 VLDB 6.0655418e-05
4,945 SplinterDB and Maplets: Improving the Tradeoffs in Key-Value Store Compaction Policy 2023 SIGMOD 5.8157107e-05
5,516 Vector Quotient Filters: Overcoming the Time/Space Trade-Off in Filter Design 2021 SIGMOD 5.4628856e-05
5,739 InfiniFilter: Expanding Filters to Infinity and Beyond 2023 SIGMOD 5.3471718e-05
5,918 Breaking Down Memory Walls: Adaptive Memory Management in LSM-based Storage Systems 2021 VLDB 5.2737135e-05
7,099 PIM-tree: A Skew-resistant Index for Processing-in-Memory 2023 VLDB 4.8326366e-05
7,154 Bf-Tree: A Modern Read-Write-Optimized Concurrent Larger-Than-Memory Range Index 2024 VLDB 4.815267e-05
7,218 Breaking Down Memory Walls in LSM-based Storage Systems 2020 SIGMOD 4.7982543e-05
7,235 Catalyst: Optimizing Cache Management for Large In-memory Key-value Systems 2023 VLDB 4.7937267e-05
7,663 Optimizing Collections of Bloom Filters within a Space Budget 2024 VLDB 4.6857816e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
2,109 The Log-Structured Merge-Bush & the Wacky Continuum 2019 SIGMOD 9.5318694e-05
11,704 Splaying Log-Structured Merge-Trees 2018 SIGMOD 4.1945683e-05
7,743 Efficient Data Ingestion and Query Processing for LSM-Based Storage Systems 2019 VLDB 4.6626575e-05
5,918 Breaking Down Memory Walls: Adaptive Memory Management in LSM-based Storage Systems 2021 VLDB 5.2737135e-05
11,356 Workload-Adaptive Filtering in Storage Engines 2022 SIGMOD 4.1945683e-05
9,386 Rethinking The Compaction Policies in LSM-trees 2025 SIGMOD 4.3455975e-05
9,071 Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space 2024 SIGMOD 4.4025274e-05
609 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.0001923446
7,218 Breaking Down Memory Walls in LSM-based Storage Systems 2020 SIGMOD 4.7982543e-05
379 bLSM: A General Purpose Log Structured Merge Tree 2012 SIGMOD 0.0002493527