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SuRF: Practical Range Query Filtering with Fast Succinct Tries

Summary: SuRF is a compact range-filter on a Fast Succinct Trie, enabling point lookups and open/closed range queries with tunable FP. RocksDB: SuRF reduces I/O and speeds range queries (open 1.5x, closed 5x); absent keys incur a small slowdown, offset by adding bits. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5577
Venue
SIGMOD
Year
2018
Pagerank
0.00013536447
Overall Rank
1,169 | 91.87%
DOI
10.1145/3183713.3196931

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 57 citing papers.

Rank Citing Paper Year Venue Pagerank
1,087 HOT: A Height Optimized Trie Index for Main-Memory Database Systems 2018 SIGMOD 0.00014162909
1,460 Benchmarking Learned Indexes 2021 VLDB 0.00011887068
1,610 MyRocks: LSM-Tree Database Storage Engine Serving Facebook's Social Graph 2020 VLDB 0.00011148094
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
2,865 Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations 2019 SIGMOD 7.9862595e-05
3,386 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 7.1577103e-05
3,416 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 7.1196234e-05
3,611 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 6.9191399e-05
3,922 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 6.6291079e-05
3,965 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 6.5820028e-05
4,514 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.1204636e-05
4,835 Proteus: A Self-Designing Range Filter 2022 SIGMOD 5.8905445e-05
5,308 Key-Value Storage Engines 2020 SIGMOD 5.576303e-05
5,315 Cuckoo Index: A Lightweight Secondary Index Structure 2020 VLDB 5.5723424e-05
5,446 Grafite: Taming Adversarial Queries with Optimal Range Filters 2024 SIGMOD 5.5018138e-05
5,739 InfiniFilter: Expanding Filters to Infinity and Beyond 2023 SIGMOD 5.3471718e-05
5,762 Oasis: An Optimal Disjoint Segmented Learned Range Filter 2024 VLDB 5.3377299e-05
5,791 Dissecting, Designing, and Optimizing LSM-based Data Stores 2022 SIGMOD 5.3268999e-05
5,835 Order-Preserving Key Compression for In-Memory Search Trees 2020 SIGMOD 5.30905e-05
5,863 GRF: A Global Range Filter for LSM-Trees with Shape Encoding 2024 SIGMOD 5.2979639e-05
6,398 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0819209e-05
6,772 FineLine: Log-structured Transactional Storage and Recovery 2018 VLDB 4.9313122e-05
7,620 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 4.693568e-05
7,808 CaaS-LSM: Compaction-as-a-Service for LSM-based Key-Value Stores in Storage Disaggregated Infrastructure 2024 SIGMOD 4.6455813e-05
8,009 CAMAL: Optimizing LSM-trees via Active Learning 2024 SIGMOD 4.6066863e-05
8,339 How to Grow an LSM-tree? Towards Bridging the Gap Between Theory and Practice 2025 SIGMOD 4.5434069e-05
8,430 Tree-Encoded Bitmaps 2020 SIGMOD 4.5154973e-05
8,525 Aleph Filter: To Infinity in Constant Time 2024 VLDB 4.4937074e-05
8,655 Adaptive Hybrid Indexes 2022 SIGMOD 4.4739554e-05
8,724 Memento Filter: A Fast, Dynamic, and Robust Range Filter 2024 SIGMOD 4.4600996e-05
8,788 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 4.451039e-05
8,805 ArceKV: Towards Workload-driven LSM-compactions for Key-Value Store Under Dynamic Workloads 2026 VLDB 4.4466855e-05
8,876 MirrorKV: An Efficient Key-Value Store on Hybrid Cloud Storage with Balanced Performance of Compaction and Querying 2023 SIGMOD 4.4304279e-05
9,071 Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space 2024 SIGMOD 4.4025274e-05
9,201 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 4.3743539e-05
9,218 Diva: Dynamic Range Filter for Var-Length Keys and Queries 2025 VLDB 4.3702863e-05
9,386 Rethinking The Compaction Policies in LSM-trees 2025 SIGMOD 4.3455975e-05
9,465 Disco: A Compact Index for LSM-trees 2025 SIGMOD 4.3350926e-05
9,595 High-Ratio Compression for Machine-Generated Data 2023 SIGMOD 4.3194469e-05
9,758 Practical Dynamic Extension for Sampling Indexes 2023 SIGMOD 4.2879116e-05
9,792 Optimizing Time Series Queries with Versions 2024 SIGMOD 4.2818172e-05
9,820 Trie Memtables in Cassandra 2022 VLDB 4.2764161e-05
9,903 Towards Systematic Index Dynamization 2024 VLDB 4.258022e-05
9,987 A Multi-tenant Relational OLTP Database at Salesforce 2026 CIDR 4.1945683e-05
9,988 I Can't Believe It's Not Yannakakis: Pragmatic Bitmap Filters in Microsoft SQL Server 2026 CIDR 4.1945683e-05
10,021 Hourglass: An Adaptive Range Filter with Lightweight Hybrid Encoding 2026 SIGMOD 4.1945683e-05
10,087 High Performance or Low Memory? An Updatable Learned Index Framework for Time-Space Tradeoff 2026 SIGMOD 4.1945683e-05
10,137 Aeris Filter: A Strongly and Monotonically Adaptive Range Filter 2026 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

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