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UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search

Summary: UNIFY: a unified proximity-graph index (SIG) that segments data by attribute values so any segment combination's proximity graph is a SIG subgraph, enabling seamless pre/post/hybrid RF-ANNS without per-range index builds. HSIG adds an HNSW-like hierarchy for logarithmic hybrid filtering and fuses skip-list/compressed HNSW edges to support efficient pre/post filtering; yields state-of-the-art RF-ANNS across range sizes. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13783
Venue
VLDB
Year
2025
Pagerank
4.6964271e-05
Overall Rank
7,611 | 47.06%
DOI
10.14778/3717755.3717770

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Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0032169493
28 Accurate Estimation Of The Number Of Tuples Satisfying A Condition 1984 SIGMOD 0.00080435857
212 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00033913475
216 A Class of Data Structures for Associative Searching 1984 PODS 0.00033542705
495 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00021767688
562 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00020091752
736 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00017447617
770 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016917602
1,010 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014652858
1,269 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00012930432
1,636 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00011053863
1,683 Cardinality Estimation: An Experimental Survey 2018 VLDB 0.00010922679
2,181 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 9.3451821e-05
3,624 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 6.9056e-05
4,278 Similarity Query Processing for High-Dimensional Data 2020 VLDB 6.2953764e-05
7,204 ARKGraph: All-Range Approximate K-Nearest-Neighbor Graph 2023 VLDB 4.8015761e-05
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