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RAIRS: Optimizing Redundant Assignment and List Layout for IVF-Based ANN Search

Summary: RAIRS improves IVF ANN via smarter redundant assignment in Euclidean space: AIR chooses secondary lists using both distance and direction, unlike centroid-only heuristics. SEIL reorders shared postings to cut duplicate distance computations, yielding up to 1.33x faster search. (summarized by gpt-5-mini on Apr 11 2026)

Paper ID
7704
Venue
SIGMOD
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,490 | 28.03%
DOI
10.1145/3786687

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Authors

BibTeX Citation

@inproceedings{yang_sigmod26,
        title = {{RAIRS: Optimizing Redundant Assignment and List Layout for IVF-Based ANN Search}},
        author = {Yang, Zehai and Chen, Shimin},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3786687},
        url = {https://dl.acm.org/doi/10.1145/3786687},
        year = {2026}
}

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Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
46 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00044853085
93 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00034701237
286 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00022357911
287 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.00022323585
406 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00019054532
805 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00013891999
1,065 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00012335063
1,244 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 0.00011508159
1,357 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00011043994
1,589 Manu: A Cloud Native Vector Database Management System 2022 VLDB 0.00010264469
1,735 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 9.9004924e-05
1,760 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 9.8157819e-05
2,519 Similarity search in the blink of an eye with compressed indices 2023 VLDB 8.4741476e-05
2,572 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4027322e-05
3,858 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.067591e-05
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