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Similarity search in the blink of an eye with compressed indices

Summary: LVQ—per-vector scaling plus scalar quantization—for graph-based indices, cuts memory and effective bandwidth with negligible accuracy loss to accelerate similarity computations. With a new high-performance graph engine, LVQ is SOTA on billion-scale search: up to 20.7× throughput with ~3× lower memory, and 5.8× with 1.4× memory savings. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13177
Venue
VLDB
Year
2023
Pagerank
6.9215236e-05
Overall Rank
3,609 | 74.90%
DOI
10.14778/3611479.3611537

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 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
4,598 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
7,837 GTI: Graph-based Tree Index with Logarithm Updates for Nearest Neighbor Search in High-Dimensional Spaces 2025 VLDB 4.6379694e-05
7,879 PDX: A Data Layout for Vector Similarity Search 2025 SIGMOD 4.6292417e-05
8,425 Efficient Dynamic Indexing for Range Filtered Approximate Nearest Neighbor Search 2025 SIGMOD 4.5163161e-05
8,439 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 4.5128946e-05
9,880 CoTra: Towards Efficient and Scalable Distributed Vector Search with RDMA 2026 SIGMOD 4.2643674e-05
10,042 Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations 2026 SIGMOD 4.1945683e-05
10,068 DiskJoin: Large-scale Vector Similarity Join with SSD 2026 SIGMOD 4.1945683e-05
10,086 High-Throughput, Cost-Effective Billion-Scale Vector Search with a Single GPU 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
10,124 TRIM: Accelerating High-Dimensional Vector Similarity Search with Enhanced Triangle-Inequality-Based Pruning 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
10,204 Reveal Hidden Pitfalls and Navigate Next Generation of Vector Similarity Search from Task-Centric Views: [Experiments & Analysis] 2026 SIGMOD 4.1945683e-05
10,237 Quantization Meets Projection: A Happy Marriage for Approximate k-Nearest Neighbor Search 2026 VLDB 4.1945683e-05
10,260 JHQ: Johnson-Lindenstrauss Enhanced Hierarchical Quantization for High-Dimensional Approximate Nearest Neighbor Search 2026 VLDB 4.1945683e-05
10,654 HAKES: Scalable Vector Database for Embedding Search Service 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
212 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00033913475
770 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016917602
1,269 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00012930432
3,225 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 7.3463484e-05
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Overall Rank Paper Year Venue Pagerank
12,601 Efficiency-Quality Tradeoffs for Vector Score Aggregation 2004 VLDB 4.1945683e-05
1,269 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00012930432
825 Dimensionality Reduction for Similarity Searching in Dynamic Databases 1998 SIGMOD 0.00016228517
9,408 Experimental Analysis of Large-scale Learnable Vector Storage Compression 2024 VLDB 4.3441378e-05
4,731 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 5.966659e-05
2,320 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 9.0366225e-05
3,225 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 7.3463484e-05
10,158 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD 4.1945683e-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
8,647 A Non-Linear Dimensionality-Reduction Technique for Fast Similarity Search in Large Databases 2006 SIGMOD 4.4768766e-05