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Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations

Summary: Shows estimation-and-testing DCOs become costly under SIMD and best-first search forces many redundant DCOs. SkipComputing uses subspace-based candidate filtering, distance-decomposition lower bounds, and layout tweaks to skip redundant SIMD DCOs, achieving up to 6× vs HNSW and 2.7× vs SOTA. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
7350
Venue
SIGMOD
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,042 | 30.21%
DOI
10.1145/3769753

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Showing 29 of 29 cited papers.

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

Rank Cited Paper Year Venue Pagerank
78 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056385781
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.00051785122
210 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00034086264
494 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00021769407
579 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.0001982328
596 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00019455943
675 Quality and Efficiency in High Dimensional Nearest Neighbor Search 2009 SIGMOD 0.00018304179
763 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016963981
858 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015833075
1,252 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00013023834
1,347 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012463441
1,617 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.0001113145
1,966 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 9.9130791e-05
2,002 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 9.8258191e-05
2,264 Manu: A Cloud Native Vector Database Management System 2022 VLDB 9.1587362e-05
2,287 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 9.1004806e-05
2,687 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 8.3079951e-05
2,692 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 8.2857267e-05
2,772 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 8.1491893e-05
3,541 Similarity search in the blink of an eye with compressed indices 2023 VLDB 6.9910982e-05
3,574 Efficient k-NN Search on Vertically Decomposed Data 2002 SIGMOD 6.9520978e-05
4,273 Similarity Query Processing for High-Dimensional Data 2020 VLDB 6.2932217e-05
4,622 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 6.0356382e-05
4,831 Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024 SIGMOD 5.8883791e-05
5,186 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 5.6352814e-05
7,235 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB 4.7882389e-05
7,881 PDX: A Data Layout for Vector Similarity Search 2025 SIGMOD 4.6248028e-05
8,430 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 4.508568e-05
9,296 DARTH: Declarative Recall Through Early Termination for Approximate Nearest Neighbor Search 2026 SIGMOD 4.3577746e-05
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