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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
h7a22bba17243b49a
Venue
SIGMOD
Year
2018
Pagerank
0.00013245926
Overall Rank
891 | 94.02%
DOI
10.1145/3183713.3196931

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zhang_sigmod18,
        title = {{SuRF: Practical Range Query Filtering with Fast Succinct Tries}},
        author = {Zhang, Huanchen and Lim, Hyeontaek and Leis, Viktor and Andersen, David G. and Kaminsky, Michael and Keeton, Kimberly and Pavlo, Andrew},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3196931},
        url = {https://dl.acm.org/doi/10.1145/3183713.3196931},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 58 citing papers.

Rank Citing Paper Year Venue Pagerank
848 Benchmarking Learned Indexes 2021 VLDB 0.00013506188
907 HOT: A Height Optimized Trie Index for Main-Memory Database Systems 2018 SIGMOD 0.00013158824
1,147 MyRocks: LSM-Tree Database Storage Engine Serving Facebook's Social Graph 2020 VLDB 0.00011813751
1,844 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 9.5159229e-05
1,889 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 9.4273689e-05
1,980 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 9.2595896e-05
2,238 Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations 2019 SIGMOD 8.7751619e-05
2,788 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 8.0133966e-05
2,837 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 7.9527715e-05
2,868 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 7.9241972e-05
3,073 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 7.6777283e-05
3,525 Key-Value Storage Engines 2020 SIGMOD 7.2327042e-05
3,808 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0097354e-05
4,153 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 6.776246e-05
4,197 Proteus: A Self-Designing Range Filter 2022 SIGMOD 6.7417716e-05
4,750 GRF: A Global Range Filter for LSM-Trees with Shape Encoding 2024 SIGMOD 6.4354422e-05
4,756 Cuckoo Index: A Lightweight Secondary Index Structure 2020 VLDB 6.43221e-05
4,875 Oasis: An Optimal Disjoint Segmented Learned Range Filter 2024 VLDB 6.3724016e-05
4,947 Grafite: Taming Adversarial Queries with Optimal Range Filters 2024 SIGMOD 6.3426055e-05
5,046 Dissecting, Designing, and Optimizing LSM-based Data Stores 2022 SIGMOD 6.3000825e-05
5,081 InfiniFilter: Expanding Filters to Infinity and Beyond 2023 SIGMOD 6.2854372e-05
5,248 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.211056e-05
5,397 Order-Preserving Key Compression for In-Memory Search Trees 2020 SIGMOD 6.1490013e-05
6,124 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 5.8788211e-05
6,494 FineLine: Log-structured Transactional Storage and Recovery 2018 VLDB 5.7659228e-05
6,547 Memento Filter: A Fast, Dynamic, and Robust Range Filter 2024 SIGMOD 5.7509499e-05
7,154 Adaptive Hybrid Indexes 2022 SIGMOD 5.597934e-05
7,241 CaaS-LSM: Compaction-as-a-Service for LSM-based Key-Value Stores in Storage Disaggregated Infrastructure 2024 SIGMOD 5.5777445e-05
7,816 B^link-hash: An Adaptive Hybrid Index for In-Memory Time-Series Databases 2023 VLDB 5.4481832e-05
7,905 CAMAL: Optimizing LSM-trees via Active Learning 2024 SIGMOD 5.4291824e-05
7,940 Aleph Filter: To Infinity in Constant Time 2024 VLDB 5.4219572e-05
8,132 Diva: Dynamic Range Filter for Var-Length Keys and Queries 2025 VLDB 5.3931086e-05
8,221 ArceKV: Towards Workload-driven LSM-compactions for Key-Value Store Under Dynamic Workloads 2026 VLDB 5.3759492e-05
8,329 How to Grow an LSM-tree? Towards Bridging the Gap Between Theory and Practice 2025 SIGMOD 5.3536854e-05
8,500 Tree-Encoded Bitmaps 2020 SIGMOD 5.3296886e-05
8,552 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 5.316708e-05
8,944 Practical Dynamic Extension for Sampling Indexes 2023 SIGMOD 5.2542285e-05
8,953 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 5.2515834e-05
9,081 MirrorKV: An Efficient Key-Value Store on Hybrid Cloud Storage with Balanced Performance of Compaction and Querying 2023 SIGMOD 5.2283159e-05
9,130 Rethinking The Compaction Policies in LSM-trees 2025 SIGMOD 5.2233025e-05
9,149 Towards Systematic Index Dynamization 2024 VLDB 5.2186338e-05
9,181 Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space 2024 SIGMOD 5.2118872e-05
9,643 Hourglass: An Adaptive Range Filter with Lightweight Hybrid Encoding 2026 SIGMOD 5.1453267e-05
9,710 Disco: A Compact Index for LSM-trees 2025 SIGMOD 5.1371878e-05
9,843 High-Ratio Compression for Machine-Generated Data 2023 SIGMOD 5.1223012e-05
10,029 LavaStore: ByteDance's Purpose-built, High-performance, Cost-effective Local Storage Engine for Cloud Services 2024 VLDB 5.0925155e-05
10,131 Optimizing Time Series Queries with Versions 2024 SIGMOD 5.0751052e-05
10,141 Trie Memtables in Cassandra 2022 VLDB 5.0736949e-05
10,355 A Multi-tenant Relational OLTP Database at Salesforce 2026 CIDR 4.9793485e-05
10,356 I Can't Believe It's Not Yannakakis: Pragmatic Bitmap Filters in Microsoft SQL Server 2026 CIDR 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

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