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Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph

Summary: CDMG is a graph-based ANN index for OOD vector search that explicitly bridges database/query distribution shift via cross-distribution monotonicity, yielding monotone search paths and improved navigability/clusterability. CDMG+ adds practical construction/query synthesis optimizations, with up to 3.6x speedups on real OOD datasets. (summarized by gpt-5.4-mini on Apr 11 2026)

Paper ID
h80d3e62f0e3140f5
Venue
SIGMOD
Year
2026
Pagerank
4.9769913e-05
Overall Rank
10,646 | 28.45%
DOI
10.1145/3786643
PDF
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Authors

BibTeX Citation

@inproceedings{yue_sigmod26,
        title = {{Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph}},
        author = {Yue, Qiang and Wang, Mengzhao and Xu, Xiaoliang and Long, Cheng and Wang, Yuxiang and Wang, Jiahui},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3786643},
        url = {https://dl.acm.org/doi/10.1145/3786643},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 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 0.0011402175
74 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037145866
189 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.0002585319
339 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00020561716
344 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00020455839
1,166 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 0.0001172922
1,456 Manu: A Cloud Native Vector Database Management System 2022 VLDB 0.00010588868
1,600 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 0.00010111099
1,603 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 0.00010100279
1,618 Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces 2023 VLDB 0.00010053127
1,681 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 9.8836287e-05
2,717 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0953706e-05
2,783 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 8.0204877e-05
2,821 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.9674226e-05
3,086 New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed 2021 VLDB 7.6602071e-05
3,882 RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search 2024 VLDB 6.9477043e-05
4,051 Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search 2025 VLDB 6.8266649e-05
4,718 Maximum Inner Product is Query-Scaled Nearest Neighbor 2025 VLDB 6.4524035e-05
5,935 Continuously Adaptive Similarity Search 2020 SIGMOD 5.9391038e-05
6,184 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.8567387e-05
7,600 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.4854217e-05
7,706 VSAG: An Optimized Search Framework for Graph-based Approximate Nearest Neighbor Search 2025 VLDB 5.4724414e-05
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