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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
6640
Venue
SIGMOD
Year
2023
Pagerank
8.0806307e-05
Overall Rank
2,811 | 80.45%
DOI
10.1145/3589282

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 34 of 34 citing papers.

Rank Citing Paper Year Venue Pagerank
2,324 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 9.0326444e-05
4,551 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 6.092287e-05
4,598 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 6.0586236e-05
5,184 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 5.6406991e-05
5,233 RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search 2024 VLDB 5.6131833e-05
7,239 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB 4.792836e-05
7,316 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 4.7640297e-05
7,606 Tribase: A Vector Data Query Engine for Reliable and Lossless Pruning Compression using Triangle Inequalities 2025 SIGMOD 4.6967106e-05
7,843 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 4.6367909e-05
7,879 PDX: A Data Layout for Vector Similarity Search 2025 SIGMOD 4.6292417e-05
8,175 Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models 2025 VLDB 4.5676289e-05
8,209 VSAG: An Optimized Search Framework for Graph-based Approximate Nearest Neighbor Search 2025 VLDB 4.5581054e-05
8,245 MIRAGE-ANNS: Mixed Approach Graph-based Indexing for Approximate Nearest Neighbor Search 2025 SIGMOD 4.5514956e-05
8,439 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 4.5128946e-05
9,879 HARMONY: A Scalable Distributed Vector Database for High-Throughput Approximate Nearest Neighbor Search 2026 SIGMOD 4.2643674e-05
10,007 Proximity Graphs for Similarity Search: Fast Construction, Lower Bounds, and Euclidean Separation 2026 PODS 4.1945683e-05
10,042 Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations 2026 SIGMOD 4.1945683e-05
10,071 Dynamically Detect and Fix Hardness for Efficient Approximate Nearest Neighbor Search 2026 SIGMOD 4.1945683e-05
10,110 SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation 2026 SIGMOD 4.1945683e-05
10,111 Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search 2026 SIGMOD 4.1945683e-05
10,124 TRIM: Accelerating High-Dimensional Vector Similarity Search with Enhanced Triangle-Inequality-Based Pruning 2026 SIGMOD 4.1945683e-05
10,129 WoW: A Window-to-Window Incremental Index for Range-Filtering Approximate Nearest Neighbor Search 2026 SIGMOD 4.1945683e-05
10,146 CANDOR-Bench: Benchmarking In-Memory Continuous ANNS under Dynamic Open-World Streams [Experiments & Analysis] 2026 SIGMOD 4.1945683e-05
10,158 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD 4.1945683e-05
10,165 Fast-Convergent Proximity Graphs for Approximate Nearest Neighbor Search 2026 SIGMOD 4.1945683e-05
10,201 RAIRS: Optimizing Redundant Assignment and List Layout for IVF-Based ANN Search 2026 SIGMOD 4.1945683e-05
10,224 SVFusion: A CPU-GPU Co-Processing Architecture for Large-Scale Real-Time Vector Search 2026 VLDB 4.1945683e-05
10,237 Quantization Meets Projection: A Happy Marriage for Approximate k-Nearest Neighbor Search 2026 VLDB 4.1945683e-05
10,256 I/O Optimizations for Graph-Based Disk-Resident Approximate Nearest Neighbor Search: A Design Space Exploration 2026 VLDB 4.1945683e-05
10,279 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 4.1945683e-05
10,303 Elastic Index Selection for Label-Hybrid AKNN Search 2026 VLDB 4.1945683e-05
10,654 HAKES: Scalable Vector Database for Embedding Search Service 2025 VLDB 4.1945683e-05
10,703 Fast Graph Vector Search via Hardware Acceleration and Delayed-Synchronization Traversal 2025 VLDB 4.1945683e-05
10,761 SIEVE: Effective Filtered Vector Search with Collection of Indexes 2025 VLDB 4.1945683e-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
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.0005181666
212 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00033913475
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
605 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.000193396
770 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016917602
867 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015792021
1,305 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012687101
1,364 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012370117
1,636 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00011053863
1,757 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00010660932
2,181 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 9.3451821e-05
2,725 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 8.2294908e-05
4,200 New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed 2021 VLDB 6.3651489e-05
4,278 Similarity Query Processing for High-Dimensional Data 2020 VLDB 6.2953764e-05
4,609 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 6.0528541e-05
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Overall Rank Paper Year Venue Pagerank
8,425 Efficient Dynamic Indexing for Range Filtered Approximate Nearest Neighbor Search 2025 SIGMOD 4.5163161e-05
867 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015792021
10,165 Fast-Convergent Proximity Graphs for Approximate Nearest Neighbor Search 2026 SIGMOD 4.1945683e-05
709 Efficient Similarity Search and Classification via Rank Aggregation 2003 SIGMOD 0.00017768547
9,025 Dimensional Testing for Reverse k-Nearest Neighbor Search 2017 VLDB 4.4072367e-05
4,070 Efficient Reverse k-Nearest Neighbor Search in Arbitrary Metric Spaces 2006 SIGMOD 6.4784181e-05
1,183 A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space 1997 PODS 0.00013455596
10,042 Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations 2026 SIGMOD 4.1945683e-05
2,107 What is the nearest neighbor in high dimensional spaces? 2000 VLDB 9.5330494e-05
7,239 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB 4.792836e-05