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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
7028
Venue
SIGMOD
Year
2025
Pagerank
4.4938255e-05
Overall Rank
8,495 | 40.96%
DOI
10.1145/3709679

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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
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016113151
8 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0015436578
78 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056385781
210 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00034086264
494 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00021769407
579 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.0001982328
596 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00019455943
730 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00017443615
763 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016963981
1,013 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014632051
1,225 SK-LSH : An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013182109
1,347 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012463441
1,934 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00010047294
2,264 Manu: A Cloud Native Vector Database Management System 2022 VLDB 9.1587362e-05
2,287 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 9.1004806e-05
2,434 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 8.8225986e-05
4,230 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 6.3337893e-05
4,598 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 6.053944e-05
11,175 Effectiveness Perspectives and a Deep Relevance Model for Spatial Keyword Queries 2023 SIGMOD 4.1905499e-05
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