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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
6968
Venue
SIGMOD
Year
2024
Pagerank
6.5787544e-05
Overall Rank
4,664 | 68.01%
DOI
10.1145/3654944
Incoming Non-self Citations Over Time
BibTeX Citation
@inproceedings{wang_sigmod24,
title = {{GRF: A Global Range Filter for LSM-Trees with Shape Encoding}},
author = {Wang, Hengrui and Guo, Te and Yang, Junzhao and Zhang, Huanchen},
series = {{SIGMOD} '24},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3654944},
url = {https://dl.acm.org/doi/10.1145/3654944},
year = {2024}
}
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DobLIX: A Dual-Objective Learned Index for Log-Structured Merge Trees 2025
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Showing 27 of 27 cited papers.
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Pagerank
43
The Case for Learned Index Structures 2018
SIGMOD
0.00046060254
446
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ALEX: An Updatable Adaptive Learned Index 2020
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478
BLOCKBENCH: A Framework for Analyzing Private Blockchains 2017
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FITing-Tree: A Data-aware Index Structure 2019
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Dostoevsky: Better Space-Time Trade-Offs for LSM-Tree Based Key-Value Stores via Adaptive Removal of Superfluous Merging 2018
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Benchmarking Learned Indexes 2021
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SuRF: Practical Range Query Filtering with Fast Succinct Tries 2018
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X-Engine: An Optimized Storage Engine for Large-scale E-commerce Transaction Processing 2019
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The Log-Structured Merge-Bush & the Wacky Continuum 2019
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Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021
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9.4208165e-05
2,698
Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores 2020
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8.2450522e-05
2,919
SNARF: A Learning-Enhanced Range Filter 2022
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7.9628657e-05
3,005
Constructing and Analyzing the LSM Compaction Design Space 2021
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3,054
Spooky: Granulating LSM-Tree Compactions Correctly 2022
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Performance-Optimal Filtering: Bloom Overtakes Cuckoo at High Throughput 2019
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3,577
Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022
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SplinterDB and Maplets: Improving the Tradeoffs in Key-Value Store Compaction Policy 2023
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Vector Quotient Filters: Overcoming the Time/Space Trade-Off in Filter Design 2021
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Proteus: A Self-Designing Range Filter 2022
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Stacked Filters: Learning to Filter by Structure 2021
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4,665
Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018
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4,960
InfiniFilter: Expanding Filters to Infinity and Beyond 2023
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Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022
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Prefix Filter: Practically and Theoretically Better Than Bloom 2022
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Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023
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