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High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations

Summary: Proposes ADSampling, a randomized DCO-sampling technique that reduces high-dimensional AKNN distance comparisons from linear to logarithmic time with high probability. It serves as a generic plugin and as algorithm-specific accelerators, offering negligible accuracy loss and measurable speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hc8b6ec752efdf149
Venue
SIGMOD
Year
2023
Pagerank
0.00010092977
Overall Rank
1,601 | 89.27%
DOI
10.1145/3589282
PDF
Download (CC BY-NC-SA 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{gao_sigmod23,
        title = {{High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations}},
        author = {Gao, Jianyang and Long, Cheng},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3589282},
        url = {https://dl.acm.org/doi/10.1145/3589282},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 42 of 42 citing papers.

Rank Citing Paper Year Venue Pagerank
802 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00013822222
2,728 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0686023e-05
2,836 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.9410774e-05
3,389 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.329962e-05
3,876 RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search 2024 VLDB 6.9349247e-05
4,157 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 6.7596305e-05
5,142 Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models 2025 VLDB 6.2420637e-05
5,731 Tribase: A Vector Data Query Engine for Reliable and Lossless Pruning Compression using Triangle Inequalities 2025 SIGMOD 5.9967915e-05
5,903 MIRAGE-ANNS: Mixed Approach Graph-based Indexing for Approximate Nearest Neighbor Search 2025 SIGMOD 5.9357915e-05
6,256 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB 5.8162066e-05
7,023 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 5.6026129e-05
7,286 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 5.5493084e-05
7,585 SIEVE: Effective Filtered Vector Search with Collection of Indexes 2025 VLDB 5.4747603e-05
7,610 Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search 2026 SIGMOD 5.4683985e-05
7,719 VSAG: An Optimized Search Framework for Graph-based Approximate Nearest Neighbor Search 2025 VLDB 5.4543461e-05
7,828 PDX: A Data Layout for Vector Similarity Search 2025 SIGMOD 5.4296235e-05
8,364 Fast Graph Vector Search via Hardware Acceleration and Delayed-Synchronization Traversal 2025 VLDB 5.3304544e-05
8,838 HAKES: Scalable Vector Database for Embedding Search Service 2025 VLDB 5.2523063e-05
8,879 HARMONY: A Scalable Distributed Vector Database for High-Throughput Approximate Nearest Neighbor Search 2026 SIGMOD 5.2447315e-05
9,562 SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation 2026 SIGMOD 5.1465543e-05
10,203 GPS: Revisiting the Data Layout for Disk-based High-Dimensional Vector Search 2026 SIGMOD 5.0491152e-05
10,356 Dynamically Detect and Fix Hardness for Efficient Approximate Nearest Neighbor Search 2026 SIGMOD 5.0156513e-05
10,357 TRIM: Accelerating High-Dimensional Vector Similarity Search with Enhanced Triangle-Inequality-Based Pruning 2026 SIGMOD 5.0156513e-05
10,358 WoW: A Window-to-Window Incremental Index for Range-Filtering Approximate Nearest Neighbor Search 2026 SIGMOD 5.0156513e-05
10,359 Fast-Convergent Proximity Graphs for Approximate Nearest Neighbor Search 2026 SIGMOD 5.0156513e-05
10,473 Proximity Graphs for Similarity Search: Fast Construction, Lower Bounds, and Euclidean Separation 2026 PODS 4.9605343e-05
10,521 Efficient Index Layout and Search Strategy for Large-scale High-dimensional Vector Similarity Search 2026 SIGMOD 4.9605343e-05
10,568 PathSeer: Adaptive Neighbor Handling for Efficient Filtered ANN Search 2026 SIGMOD 4.9605343e-05
10,588 Through the Lens of Hubness: A Revisit on Graph-Based Approximate Nearest Neighbor Search: [Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
10,616 Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations 2026 SIGMOD 4.9605343e-05
10,696 CANDOR-Bench: Benchmarking In-Memory Continuous ANNS under Dynamic Open-World Streams [Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
10,707 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD 4.9605343e-05
10,749 RAIRS: Optimizing Redundant Assignment and List Layout for IVF-Based ANN Search 2026 SIGMOD 4.9605343e-05
10,768 SVFusion: A CPU-GPU Co-Processing Architecture for Large-Scale Real-Time Vector Search 2026 VLDB 4.9605343e-05
10,780 Quantization Meets Projection: A Happy Marriage for Approximate k-Nearest Neighbor Search 2026 VLDB 4.9605343e-05
10,797 I/O Optimizations for Graph-Based Disk-Resident Approximate Nearest Neighbor Search: A Design Space Exploration 2026 VLDB 4.9605343e-05
10,816 Balancing the Blend: An Experimental Analysis of Trade-offs in Hybrid Search 2026 VLDB 4.9605343e-05
10,840 Harmonizing Efficiency and Accuracy in Filtered Vector Search 2026 VLDB 4.9605343e-05
10,905 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 4.9605343e-05
10,970 ANNiE: A Learned Query Cost Estimator for Graph-Based Approximate Nearest Neighbor Search 2026 VLDB 4.9605343e-05
11,098 Advances of Query Processing in Vector Databases 2026 VLDB 4.9605343e-05
11,118 Elastic Index Selection for Label-Hybrid AKNN Search 2026 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

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
56 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.0004024707
75 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037163157
181 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00026425782
286 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00022090962
335 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.0002067515
339 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.00020558018
562 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00016344855
837 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00013530806
901 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00013149954
987 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012643645
1,318 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00011035606
1,460 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010558941
1,684 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 9.8770749e-05
3,065 New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed 2021 VLDB 7.6759702e-05
3,244 Similarity Query Processing for High-Dimensional Data 2020 VLDB 7.479122e-05
3,552 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.1888282e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 6,475 Efficient Dynamic Indexing for Range Filtered Approximate Nearest Neighbor Search 2025 SIGMOD
2 562 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB
3 10,359 Fast-Convergent Proximity Graphs for Approximate Nearest Neighbor Search 2026 SIGMOD
4 674 Efficient Similarity Search and Classification via Rank Aggregation 2003 SIGMOD
5 9,364 Dimensional Testing for Reverse k-Nearest Neighbor Search 2017 VLDB
6 3,784 Efficient Reverse k-Nearest Neighbor Search in Arbitrary Metric Spaces 2006 SIGMOD
7 10,616 Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations 2026 SIGMOD
8 1,161 A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space 1997 PODS
9 2,129 What is the nearest neighbor in high dimensional spaces? 2000 VLDB
10 6,256 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB