DBScholar

Back to papers

DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph

Summary: DEG is a graph-based ANNS index for hybrid vector search on bimodal data with dynamic alpha in HVQ. It builds a Pareto-frontier neighbor set across alpha, uses dynamic edge pruning with active ranges, and an edge-seed acceleration to speed queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h6b51f76f7b0897f4
Venue
SIGMOD
Year
2025
Pagerank
5.4880197e-05
Overall Rank
7,593 | 48.95%
DOI
10.1145/3709679

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{yin_sigmod25,
        title = {{DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph}},
        author = {Yin, Ziqi and Gao, Jianyang and Balsebre, Pasquale and Cong, Gao and Long, Cheng},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3709679},
        url = {https://dl.acm.org/doi/10.1145/3709679},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
5,619 A Topology-Aware Localized Update Strategy for Graph-Based ANN Index 2026 VLDB 6.062554e-05
10,325 WoW: A Window-to-Window Incremental Index for Range-Filtering Approximate Nearest Neighbor Search 2026 SIGMOD 5.0346745e-05
10,409 An In-Depth Study of Filter-Agnostic Vector Search on a PostgreSQL Database System: [Experiments & Analysis] 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
10,709 Quantization Meets Projection: A Happy Marriage for Approximate k-Nearest Neighbor Search 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
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
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 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
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010679641
45 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.0004503446
74 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037091678
194 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00025636725
298 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00021833987
338 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.00020585187
341 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00020539791
345 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00020445545
650 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00015149775
804 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00013832333
839 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00013547412
927 SK-LSH: An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013025904
1,328 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00011003106
1,462 Manu: A Cloud Native Vector Database Management System 2022 VLDB 0.0001058099
1,897 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 9.4092345e-05
2,969 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 7.8000797e-05
3,546 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.2123214e-05
11,694 Effectiveness Perspectives and a Deep Relevance Model for Spatial Keyword Queries 2023 SIGMOD 4.9793485e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 10,769 Harmonizing Efficiency and Accuracy in Filtered Vector Search 2026 VLDB
2 4,050 Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search 2025 VLDB
3 10,642 FGIM: a Fast Graph-based Indexes Merging Framework for Approximate Nearest Neighbor Search 2026 SIGMOD
4 10,326 Fast-Convergent Proximity Graphs for Approximate Nearest Neighbor Search 2026 SIGMOD
5 5,886 MIRAGE-ANNS: Mixed Approach Graph-based Indexing for Approximate Nearest Neighbor Search 2025 SIGMOD
6 10,563 Efficient Approximate Nearest Neighbor Search via Hemi-Sphere Centroids Graph 2026 SIGMOD
7 10,078 Accelerating Approximate Nearest Neighbor Search in Hierarchical Graphs: Efficient Level Navigation with Shortcuts 2025 VLDB
8 10,635 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD
9 1,170 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD
10 6,126 DIGRA: A Dynamic Graph Indexing for Approximate Nearest Neighbor Search with Range Filter 2025 SIGMOD