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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
5639
Venue
SIGMOD
Year
2018
Pagerank
0.00013432693
Overall Rank
880 | 93.97%
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
847 Benchmarking Learned Indexes 2021 VLDB 0.0001365768
882 HOT: A Height Optimized Trie Index for Main-Memory Database Systems 2018 SIGMOD 0.0001342403
1,213 MyRocks: LSM-Tree Database Storage Engine Serving Facebook's Social Graph 2020 VLDB 0.00011646797
1,942 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 9.4451535e-05
1,954 Chucky: A Succinct Cuckoo Filter for LSM-Tree 2021 SIGMOD 9.4208165e-05
1,975 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 9.3645236e-05
2,213 Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations 2019 SIGMOD 8.9410226e-05
2,755 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 8.163097e-05
2,919 SNARF: A Learning-Enhanced Range Filter 2022 VLDB 7.9628657e-05
3,054 Spooky: Granulating LSM-Tree Compactions Correctly 2022 VLDB 7.8090808e-05
3,137 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 7.7204167e-05
3,877 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0532293e-05
4,065 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 6.930275e-05
4,119 Proteus: A Self-Designing Range Filter 2022 SIGMOD 6.8907395e-05
4,664 GRF: A Global Range Filter for LSM-Trees with Shape Encoding 2024 SIGMOD 6.5787544e-05
4,782 Cuckoo Index: A Lightweight Secondary Index Structure 2020 VLDB 6.5115802e-05
4,841 Grafite: Taming Adversarial Queries with Optimal Range Filters 2024 SIGMOD 6.4831558e-05
4,960 InfiniFilter: Expanding Filters to Infinity and Beyond 2023 SIGMOD 6.4280133e-05
4,993 Key-Value Storage Engines 2020 SIGMOD 6.4096682e-05
5,229 Dissecting, Designing, and Optimizing LSM-based Data Stores 2022 SIGMOD 6.307514e-05
5,261 Oasis: An Optimal Disjoint Segmented Learned Range Filter 2024 VLDB 6.2955539e-05
5,285 Order-Preserving Key Compression for In-Memory Search Trees 2020 SIGMOD 6.2821588e-05
5,766 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.094771e-05
6,416 Memento Filter: A Fast, Dynamic, and Robust Range Filter 2024 SIGMOD 5.8829474e-05
6,512 FineLine: Log-structured Transactional Storage and Recovery 2018 VLDB 5.8563029e-05
6,843 Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads 2023 SIGMOD 5.7573899e-05
7,012 Adaptive Hybrid Indexes 2022 SIGMOD 5.7262686e-05
7,693 CaaS-LSM: Compaction-as-a-Service for LSM-based Key-Value Stores in Storage Disaggregated Infrastructure 2024 SIGMOD 5.5663461e-05
7,757 CAMAL: Optimizing LSM-trees via Active Learning 2024 SIGMOD 5.5508469e-05
7,776 Aleph Filter: To Infinity in Constant Time 2024 VLDB 5.5464036e-05
8,156 How to Grow an LSM-tree? Towards Bridging the Gap Between Theory and Practice 2025 SIGMOD 5.4765648e-05
8,255 B^link-hash: An Adaptive Hybrid Index for In-Memory Time-Series Databases 2023 VLDB 5.4574671e-05
8,308 Diva: Dynamic Range Filter for Var-Length Keys and Queries 2025 VLDB 5.4562543e-05
8,349 Tree-Encoded Bitmaps 2020 SIGMOD 5.4460774e-05
8,790 Practical Dynamic Extension for Sampling Indexes 2023 SIGMOD 5.3722049e-05
8,799 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 5.369237e-05
8,811 ArceKV: Towards Workload-driven LSM-compactions for Key-Value Store Under Dynamic Workloads 2026 VLDB 5.3652966e-05
8,919 MirrorKV: An Efficient Key-Value Store on Hybrid Cloud Storage with Balanced Performance of Compaction and Querying 2023 SIGMOD 5.3483178e-05
8,988 Towards Systematic Index Dynamization 2024 VLDB 5.3384135e-05
9,021 Structural Designs Meet Optimality: Exploring Optimized LSM-tree Structures in A Colossal Configuration Space 2024 SIGMOD 5.3305499e-05
9,277 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 5.2937431e-05
9,457 Rethinking The Compaction Policies in LSM-trees 2025 SIGMOD 5.2642945e-05
9,463 Hourglass: An Adaptive Range Filter with Lightweight Hybrid Encoding 2026 SIGMOD 5.2634238e-05
9,535 Disco: A Compact Index for LSM-trees 2025 SIGMOD 5.2533796e-05
9,673 High-Ratio Compression for Machine-Generated Data 2023 SIGMOD 5.2383683e-05
9,947 Optimizing Time Series Queries with Versions 2024 SIGMOD 5.1915905e-05
9,965 Trie Memtables in Cassandra 2022 VLDB 5.1874949e-05
10,134 A Multi-tenant Relational OLTP Database at Salesforce 2026 CIDR 5.093636e-05
10,135 I Can't Believe It's Not Yannakakis: Pragmatic Bitmap Filters in Microsoft SQL Server 2026 CIDR 5.093636e-05
10,212 Concurrent Path-Copying Update to Tree Structures 2026 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

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