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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
7247
Venue
SIGMOD
Year
2025
Pagerank
4.3251912e-05
Overall Rank
9,529 | 33.78%
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
8,804 ArceKV: Towards Workload-driven LSM-compactions for Key-Value Store Under Dynamic Workloads 2026 VLDB 4.4424232e-05
10,176 Improving Range Scan Performance in LSM-trees with Group Caching 2026 SIGMOD 4.1905499e-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 0.00024954332
608 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00019233548
704 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017785557
1,309 Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018 SIGMOD 0.00012655712
1,368 SlimDB: A Space-Efficient Key-Value Storage Engine For Semi-Sorted Data 2017 VLDB 0.0001235708
1,437 AsterixDB: A Scalable, Open Source BDMS 2014 VLDB 0.00011973401
1,932 X-Engine: An Optimized Storage Engine for Large-scale E-commerce Transaction Processing 2019 SIGMOD 0.00010050776
2,112 The Log-Structured Merge-Bush & the Wacky Continuum 2019 SIGMOD 9.5244583e-05
2,469 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 8.7255912e-05
2,606 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 8.4621503e-05
2,797 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 8.1116755e-05
3,363 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 7.1680649e-05
3,797 Constructing and Analyzing the LSM Compaction Design Space 2021 VLDB 6.7552936e-05
3,970 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 6.5756727e-05
3,971 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 6.5733348e-05
4,572 Leaper: A Learned Prefetcher for Cache Invalidation in LSM-tree based Storage Engines 2020 VLDB 6.068399e-05
4,948 SplinterDB and Maplets: Improving the Tradeoffs in Key-Value Store Compaction Policy 2023 SIGMOD 5.810122e-05
5,519 Vector Quotient Filters: Overcoming the Time/Space Trade-Off in Filter Design 2021 SIGMOD 5.4682661e-05
5,749 InfiniFilter: Expanding Filters to Infinity and Beyond 2023 SIGMOD 5.3420354e-05
5,920 Breaking Down Memory Walls: Adaptive Memory Management in LSM-based Storage Systems 2021 VLDB 5.2686888e-05
7,097 PIM-tree: A Skew-resistant Index for Processing-in-Memory 2023 VLDB 4.8280402e-05
7,152 Bf-Tree: A Modern Read-Write-Optimized Concurrent Larger-Than-Memory Range Index 2024 VLDB 4.8126591e-05
7,217 Breaking Down Memory Walls in LSM-based Storage Systems 2020 SIGMOD 4.7936491e-05
7,232 Catalyst: Optimizing Cache Management for Large In-memory Key-value Systems 2023 VLDB 4.7891237e-05
7,662 Optimizing Collections of Bloom Filters within a Space Budget 2024 VLDB 4.6812878e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
2,112 The Log-Structured Merge-Bush & the Wacky Continuum 2019 SIGMOD 9.5244583e-05
11,709 Splaying Log-Structured Merge-Trees 2018 SIGMOD 4.1905499e-05
7,743 Efficient Data Ingestion and Query Processing for LSM-Based Storage Systems 2019 VLDB 4.6581858e-05
5,920 Breaking Down Memory Walls: Adaptive Memory Management in LSM-based Storage Systems 2021 VLDB 5.2686888e-05
11,358 Workload-Adaptive Filtering in Storage Engines 2022 SIGMOD 4.1905499e-05
9,390 Rethinking The Compaction Policies in LSM-trees 2025 SIGMOD 4.341433e-05
9,069 Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space 2024 SIGMOD 4.3983078e-05
608 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00019233548
7,217 Breaking Down Memory Walls in LSM-based Storage Systems 2020 SIGMOD 4.7936491e-05
379 bLSM: A General Purpose Log Structured Merge Tree 2012 SIGMOD 0.00024954332