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GRF: A Global Range Filter for LSM-Trees with Shape Encoding

Summary: GRF: a RocksDB global range filter that cuts per-query filter probes from many to one, targeting CPU bottlenecks in LSM read paths. Novel shape encoding makes global run-ID filters correct under MVCC and efficient to update, outperforming prior point/range filters. (summarized by gpt-5.4-mini on May 24 2026)

Paper ID
6906
Venue
SIGMOD
Year
2024
Pagerank
5.2979639e-05
Overall Rank
5,863 | 59.22%
DOI
10.1145/3654944

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Showing 12 of 12 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

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

Rank Cited Paper Year Venue Pagerank
102 The Case for Learned Index Structures 2018 SIGMOD 0.00049545203
360 BLOCKBENCH: A Framework for Analyzing Private Blockchains 2017 SIGMOD 0.00025790132
609 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.0001923446
826 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00016224841
1,169 SuRF: Practical Range Query Filtering with Fast Succinct Tries 2018 SIGMOD 0.00013536447
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
1,375 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.00012303141
1,460 Benchmarking Learned Indexes 2021 VLDB 0.00011887068
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
2,798 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 8.1080111e-05
3,544 Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores 2020 SIGMOD 6.9898874e-05
3,611 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 6.9191399e-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
4,158 Performance-Optimal Filtering: Bloom Overtakes Cuckoo at High Throughput 2019 VLDB 6.3994318e-05
4,227 Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022 VLDB 6.3434324e-05
4,835 Proteus: A Self-Designing Range Filter 2022 SIGMOD 5.8905445e-05
4,945 SplinterDB and Maplets: Improving the Tradeoffs in Key-Value Store Compaction Policy 2023 SIGMOD 5.8157107e-05
4,994 Stacked Filters: Learning to Filter by Structure 2021 VLDB 5.78027e-05
5,158 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6588553e-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
6,398 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0819209e-05
6,831 Prefix Filter: Practically and Theoretically Better Than Bloom 2022 VLDB 4.9130458e-05
7,472 GeckoFTL: Scalable Flash Translation Techniques For Very Large Flash Devices 2016 SIGMOD 4.7199619e-05
7,620 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 4.693568e-05
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