DBScholar

Back to papers

Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph

Summary: Introduces MRNG, a low-degree monotonic graph with near-logarithmic ANNS search. Its practical approximation, NSG, jointly preserves connectivity, short paths, and compact indexing, enabling billion-scale deployment and outperforming prior graph methods. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h06efc46e4c3b771a
Venue
VLDB
Year
2019
Pagerank
0.00037091678
Overall Rank
74 | 99.51%
DOI
10.14778/3303753.3303754

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{fu_vldb19,
        title = {{Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph}},
        author = {Fu, Cong and Xiang, Chao and Wang, Changxu and Cai, Deng},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {5},
        pages = {461--474},
        doi = {10.14778/3303753.3303754},
        url = {https://doi.org/10.14778/3303753.3303754},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 38 of 138 citing papers.

Rank Citing Paper Year Venue Pagerank
10,540 Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations 2026 SIGMOD 4.9793485e-05
10,547 Beyond Vector Search: Querying With and Without Predicates 2026 SIGMOD 4.9793485e-05
10,563 Efficient Approximate Nearest Neighbor Search via Hemi-Sphere Centroids Graph 2026 SIGMOD 4.9793485e-05
10,574 High-Throughput, Cost-Effective Billion-Scale Vector Search with a Single GPU 2026 SIGMOD 4.9793485e-05
10,582 NeurStore: Efficient In-database Deep Learning Model Management System 2026 SIGMOD 4.9793485e-05
10,619 Honeybee: Efficient Role-based Access Control for Vector Databases via Dynamic Partitioning 2026 SIGMOD 4.9793485e-05
10,628 Curator: Efficient Vector Search with Low-Selectivity Filters 2026 SIGMOD 4.9793485e-05
10,635 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD 4.9793485e-05
10,637 Efficient Vector Index Merging in Vector Databases 2026 SIGMOD 4.9793485e-05
10,642 FGIM: a Fast Graph-based Indexes Merging Framework for Approximate Nearest Neighbor Search 2026 SIGMOD 4.9793485e-05
10,677 RAIRS: Optimizing Redundant Assignment and List Layout for IVF-Based ANN Search 2026 SIGMOD 4.9793485e-05
10,680 Reveal Hidden Pitfalls and Navigate Next Generation of Vector Similarity Search from Task-Centric Views: [Experiments & Analysis] 2026 SIGMOD 4.9793485e-05
10,697 SVFusion: A CPU-GPU Co-Processing Architecture for Large-Scale Real-Time Vector Search 2026 VLDB 4.9793485e-05
10,709 Quantization Meets Projection: A Happy Marriage for Approximate k-Nearest Neighbor Search 2026 VLDB 4.9793485e-05
10,726 I/O Optimizations for Graph-Based Disk-Resident Approximate Nearest Neighbor Search: A Design Space Exploration 2026 VLDB 4.9793485e-05
10,730 JHQ: Johnson-Lindenstrauss Enhanced Hierarchical Quantization for High-Dimensional Approximate Nearest Neighbor Search 2026 VLDB 4.9793485e-05
10,745 Balancing the Blend: An Experimental Analysis of Trade-offs in Hybrid Search 2026 VLDB 4.9793485e-05
10,753 An Experimental Evaluation of Hybrid Querying on Vectors 2026 VLDB 4.9793485e-05
10,769 Harmonizing Efficiency and Accuracy in Filtered Vector Search 2026 VLDB 4.9793485e-05
10,815 CRAFT: Corpus Relatedness Analysis Using Fourier Transforms 2026 VLDB 4.9793485e-05
10,827 Sparse Neighborhood Graph-Based Approximate Nearest Neighbor Search Revisited: Theoretical Analysis and Optimization 2026 VLDB 4.9793485e-05
10,829 RNSG: A Range-Aware Graph Index for Efficient Range-Filtered Approximate Nearest Neighbor Search 2026 VLDB 4.9793485e-05
10,836 HEXA: A Disjoint-Subgraph-Based Indexing Framework for Approximate Nearest Neighbor Search at Billion Scale 2026 VLDB 4.9793485e-05
10,851 GAS: A Lightweight Framework for Filtered Search over Wide-table Vectors 2026 VLDB 4.9793485e-05
10,859 Pail: Efficient kNN Search on Set-Valued Attributes 2026 VLDB 4.9793485e-05
10,868 CONDA: A Connectivity-Aware Dynamic Index for Approximate Nearest Neighbor Search over Evolving Data 2026 VLDB 4.9793485e-05
10,873 GPU-Native Approximate Nearest Neighbor Search with IVF-RaBitQ: Fast Index Build and Search 2026 VLDB 4.9793485e-05
10,874 BBC: Improving Large-k Approximate Nearest Neighbor Search with a Bucket-based Result Collector 2026 VLDB 4.9793485e-05
10,900 ANNiE: A Learned Query Cost Estimator for Graph-Based Approximate Nearest Neighbor Search 2026 VLDB 4.9793485e-05
10,910 TEngineDB-V: An OLAP-Native Vector Search System for Large-k Workloads at Tencent 2026 VLDB 4.9793485e-05
10,913 RED-ANNS: An RDMA-Enabled Distributed Framework for Graph-Based Approximate Nearest Neighbor Search 2026 VLDB 4.9793485e-05
10,948 Nova: A Multi-Purpose Vector Engine for Low-Latency, Multi-Tenant, and Cross-Table Hybrid Retrieval 2026 VLDB 4.9793485e-05
11,028 Advances of Query Processing in Vector Databases 2026 VLDB 4.9793485e-05
11,048 Elastic Index Selection for Label-Hybrid AKNN Search 2026 VLDB 4.9793485e-05
11,240 Unleashing Graph Partitioning for Large-Scale Nearest Neighbor Search 2025 VLDB 4.9793485e-05
11,535 Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching 2024 SIGMOD 4.9793485e-05
11,609 Complex-Path: Effective and Efficient Node Ranking with Paths in Billion-Scale Heterogeneous Graphs 2024 VLDB 4.9793485e-05
12,035 MP-RW-LSH: An Efficient Multi-Probe LSH Solution to ANNS-L1 2021 VLDB 4.9793485e-05
Previous Page 3 / 3 Next

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0011405675
20 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00057568153
45 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.0004503446
227 Robust and Fast Similarity Search for Moving Object Trajectories 2005 SIGMOD 0.0002393284
298 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00021833987
650 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00015149775
713 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00014571977
927 SK-LSH: An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013025904
1,530 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 0.00010344205
1,604 Fast and Unified Local Search for Random Walk Based K-Nearest-Neighbor Query in Large Graphs 2014 SIGMOD 0.00010095949
2,505 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 8.3779738e-05
3,325 Efficient k-NN Search on Vertically Decomposed Data 2002 SIGMOD 7.4271038e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 1,625 Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces 2023 VLDB
2 10,323 Dynamically Detect and Fix Hardness for Efficient Approximate Nearest Neighbor Search 2026 SIGMOD
3 10,078 Accelerating Approximate Nearest Neighbor Search in Hierarchical Graphs: Efficient Level Navigation with Shortcuts 2025 VLDB
4 10,829 RNSG: A Range-Aware Graph Index for Efficient Range-Filtered Approximate Nearest Neighbor Search 2026 VLDB
5 10,563 Efficient Approximate Nearest Neighbor Search via Hemi-Sphere Centroids Graph 2026 SIGMOD
6 4,050 Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search 2025 VLDB
7 10,326 Fast-Convergent Proximity Graphs for Approximate Nearest Neighbor Search 2026 SIGMOD
8 345 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB
9 10,827 Sparse Neighborhood Graph-Based Approximate Nearest Neighbor Search Revisited: Theoretical Analysis and Optimization 2026 VLDB
10 1,170 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD