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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
0.00010111099
Overall Rank
1,600 | 89.25%
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
803 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00013838349
2,717 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0953706e-05
2,821 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.9674226e-05
3,378 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.3542798e-05
3,882 RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search 2024 VLDB 6.9477043e-05
4,600 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 6.5055567e-05
5,717 Tribase: A Vector Data Query Engine for Reliable and Lossless Pruning Compression using Triangle Inequalities 2025 SIGMOD 6.0166864e-05
5,886 MIRAGE-ANNS: Mixed Approach Graph-based Indexing for Approximate Nearest Neighbor Search 2025 SIGMOD 5.955484e-05
6,230 Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models 2025 VLDB 5.842393e-05
6,244 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB 5.8355024e-05
7,006 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 5.6212001e-05
7,267 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 5.5677188e-05
7,570 SIEVE: Effective Filtered Vector Search with Collection of Indexes 2025 VLDB 5.4929234e-05
7,594 Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search 2026 SIGMOD 5.4865404e-05
7,706 VSAG: An Optimized Search Framework for Graph-based Approximate Nearest Neighbor Search 2025 VLDB 5.4724414e-05
7,811 PDX: A Data Layout for Vector Similarity Search 2025 SIGMOD 5.4476368e-05
8,350 Fast Graph Vector Search via Hardware Acceleration and Delayed-Synchronization Traversal 2025 VLDB 5.3481387e-05
8,821 HAKES: Scalable Vector Database for Embedding Search Service 2025 VLDB 5.2697314e-05
8,858 HARMONY: A Scalable Distributed Vector Database for High-Throughput Approximate Nearest Neighbor Search 2026 SIGMOD 5.2621314e-05
9,535 SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation 2026 SIGMOD 5.1636285e-05
10,168 GPS: Revisiting the Data Layout for Disk-based High-Dimensional Vector Search 2026 SIGMOD 5.0658661e-05
10,330 Dynamically Detect and Fix Hardness for Efficient Approximate Nearest Neighbor Search 2026 SIGMOD 5.0322912e-05
10,331 TRIM: Accelerating High-Dimensional Vector Similarity Search with Enhanced Triangle-Inequality-Based Pruning 2026 SIGMOD 5.0322912e-05
10,332 WoW: A Window-to-Window Incremental Index for Range-Filtering Approximate Nearest Neighbor Search 2026 SIGMOD 5.0322912e-05
10,333 Fast-Convergent Proximity Graphs for Approximate Nearest Neighbor Search 2026 SIGMOD 5.0322912e-05
10,407 Proximity Graphs for Similarity Search: Fast Construction, Lower Bounds, and Euclidean Separation 2026 PODS 4.9769913e-05
10,455 Efficient Index Layout and Search Strategy for Large-scale High-dimensional Vector Similarity Search 2026 SIGMOD 4.9769913e-05
10,502 PathSeer: Adaptive Neighbor Handling for Efficient Filtered ANN Search 2026 SIGMOD 4.9769913e-05
10,522 Through the Lens of Hubness: A Revisit on Graph-Based Approximate Nearest Neighbor Search: [Experiments & Analysis] 2026 SIGMOD 4.9769913e-05
10,551 Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations 2026 SIGMOD 4.9769913e-05
10,635 CANDOR-Bench: Benchmarking In-Memory Continuous ANNS under Dynamic Open-World Streams [Experiments & Analysis] 2026 SIGMOD 4.9769913e-05
10,646 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD 4.9769913e-05
10,688 RAIRS: Optimizing Redundant Assignment and List Layout for IVF-Based ANN Search 2026 SIGMOD 4.9769913e-05
10,707 SVFusion: A CPU-GPU Co-Processing Architecture for Large-Scale Real-Time Vector Search 2026 VLDB 4.9769913e-05
10,719 Quantization Meets Projection: A Happy Marriage for Approximate k-Nearest Neighbor Search 2026 VLDB 4.9769913e-05
10,736 I/O Optimizations for Graph-Based Disk-Resident Approximate Nearest Neighbor Search: A Design Space Exploration 2026 VLDB 4.9769913e-05
10,755 Balancing the Blend: An Experimental Analysis of Trade-offs in Hybrid Search 2026 VLDB 4.9769913e-05
10,779 Harmonizing Efficiency and Accuracy in Filtered Vector Search 2026 VLDB 4.9769913e-05
10,844 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 4.9769913e-05
10,909 ANNiE: A Learned Query Cost Estimator for Graph-Based Approximate Nearest Neighbor Search 2026 VLDB 4.9769913e-05
11,037 Advances of Query Processing in Vector Databases 2026 VLDB 4.9769913e-05
11,057 Elastic Index Selection for Label-Hybrid AKNN Search 2026 VLDB 4.9769913e-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 0.00040363819
74 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037145866
189 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.0002585319
297 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00021849337
338 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.00020600264
344 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00020455839
562 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00016350316
838 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.0001355054
909 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.0001312576
990 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012643446
1,325 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00011016872
1,481 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010535847
1,681 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 9.8836287e-05
3,086 New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed 2021 VLDB 7.6602071e-05
3,232 Similarity Query Processing for High-Dimensional Data 2020 VLDB 7.5029541e-05
3,546 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.209991e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 6,461 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 10,333 Fast-Convergent Proximity Graphs for Approximate Nearest Neighbor Search 2026 SIGMOD
4 674 Efficient Similarity Search and Classification via Rank Aggregation 2003 SIGMOD
5 9,338 Dimensional Testing for Reverse k-Nearest Neighbor Search 2017 VLDB
6 3,776 Efficient Reverse k-Nearest Neighbor Search in Arbitrary Metric Spaces 2006 SIGMOD
7 10,551 Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations 2026 SIGMOD
8 1,157 A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space 1997 PODS
9 2,114 What is the nearest neighbor in high dimensional spaces? 2000 VLDB
10 6,244 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB