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VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning

Summary: VHP introduces virtual hypersphere partitioning to bound c-ANN search space in high dimensions, with isotropic hyperspheres centered at the query. Disk-based indexing stores LSH projections in independent B+-trees; radii expand until a target success probability is met, with formal guarantees for any c ≥ 1 and up to 2× speedups on billion-scale datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12054
Venue
VLDB
Year
2020
Pagerank
0.00010660932
Overall Rank
1,757 | 87.78%
DOI
10.14778/3397230.3397240

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
495 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00021767688
2,262 Manu: A Cloud Native Vector Database Management System 2022 VLDB 9.1624446e-05
2,324 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 9.0326444e-05
2,523 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 8.604576e-05
2,690 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 8.293714e-05
2,725 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 8.2294908e-05
2,811 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 8.0806307e-05
2,971 Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces 2023 VLDB 7.7970531e-05
3,680 SingleStore-V: An Integrated Vector Database System in SingleStore 2024 VLDB 6.8496415e-05
4,278 Similarity Query Processing for High-Dimensional Data 2020 VLDB 6.2953764e-05
4,862 Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024 SIGMOD 5.8707776e-05
5,456 Point-to-Hyperplane Nearest Neighbor Search Beyond the Unit Hypersphere 2021 SIGMOD 5.4976692e-05
5,551 LANNS: A Web-Scale Approximate Nearest Neighbor Lookup System 2022 VLDB 5.4421769e-05
5,996 A New Sparse Data Clustering Method Based On Frequent Items 2023 SIGMOD 5.2415551e-05
6,376 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 5.0916875e-05
7,837 GTI: Graph-based Tree Index with Logarithm Updates for Nearest Neighbor Search in High-Dimensional Spaces 2025 VLDB 4.6379694e-05
7,843 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 4.6367909e-05
8,439 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 4.5128946e-05
8,497 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 4.4981377e-05
9,303 MQH: Locality Sensitive Hashing on Multi-level Quantization Errors for Point-to-Hyperplane Distances 2023 VLDB 4.358026e-05
10,111 Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search 2026 SIGMOD 4.1945683e-05
10,154 Distribution-Aware Exploration for Adaptive HNSW Search 2026 SIGMOD 4.1945683e-05
10,165 Fast-Convergent Proximity Graphs for Approximate Nearest Neighbor Search 2026 SIGMOD 4.1945683e-05
11,541 Fast Algorithm for Anchor Graph Hashing 2021 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
79 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056242144
400 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.0002427237
562 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00020091752
605 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.000193396
682 Quality and Efficiency in High Dimensional Nearest Neighbor Search 2009 SIGMOD 0.00018201541
709 Efficient Similarity Search and Classification via Rank Aggregation 2003 SIGMOD 0.00017768547
867 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015792021
1,010 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014652858
1,229 SK-LSH : An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013157271
2,181 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 9.3451821e-05
3,056 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 7.6432146e-05
3,183 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.4228241e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
682 Quality and Efficiency in High Dimensional Nearest Neighbor Search 2009 SIGMOD 0.00018201541
605 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.000193396
4,243 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 6.32976e-05
9,303 MQH: Locality Sensitive Hashing on Multi-level Quantization Errors for Point-to-Hyperplane Distances 2023 VLDB 4.358026e-05
867 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015792021
1,229 SK-LSH : An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013157271
2,181 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 9.3451821e-05
5,456 Point-to-Hyperplane Nearest Neighbor Search Beyond the Unit Hypersphere 2021 SIGMOD 5.4976692e-05
2,971 Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces 2023 VLDB 7.7970531e-05
562 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00020091752