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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
6907
Venue
SIGMOD
Year
2024
Pagerank
5.2928769e-05
Overall Rank
5,868 | 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
101 The Case for Learned Index Structures 2018 SIGMOD 0.00049778866
361 BLOCKBENCH: A Framework for Analyzing Private Blockchains 2017 SIGMOD 0.00025765318
608 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00019233548
819 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00016237497
1,169 SuRF: Practical Range Query Filtering with Fast Succinct Tries 2018 SIGMOD 0.00013530267
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
1,365 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.00012379754
1,438 Benchmarking Learned Indexes 2021 VLDB 0.00011965956
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
2,797 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 8.1116755e-05
3,545 Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores 2020 SIGMOD 6.9831585e-05
3,614 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 6.9124805e-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
4,157 Performance-Optimal Filtering: Bloom Overtakes Cuckoo at High Throughput 2019 VLDB 6.3935343e-05
4,227 Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022 VLDB 6.3381409e-05
4,836 Proteus: A Self-Designing Range Filter 2022 SIGMOD 5.8849277e-05
4,948 SplinterDB and Maplets: Improving the Tradeoffs in Key-Value Store Compaction Policy 2023 SIGMOD 5.810122e-05
4,993 Stacked Filters: Learning to Filter by Structure 2021 VLDB 5.7749409e-05
5,156 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6534878e-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
6,394 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0770427e-05
6,829 Prefix Filter: Practically and Theoretically Better Than Bloom 2022 VLDB 4.9083308e-05
7,467 GeckoFTL: Scalable Flash Translation Techniques For Very Large Flash Devices 2016 SIGMOD 4.7174456e-05
7,623 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 4.6890662e-05
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