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Distribution-Aware Exploration for Adaptive HNSW Search

Summary: Query-adaptive HNSW exploration factor (Ada-ef) for ANNS: statistically model query–data similarity to set per-query ef under a declarative target recall. Distribution-aware, update-friendly, avoids over/under-searching; 4x latency, 50x compute, 100x memory gains. (summarized by gpt-5.4-mini on Apr 11 2026)

Paper ID
7465
Venue
SIGMOD
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,154 | 29.37%
DOI
10.1145/3786639

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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
185 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00036538405
212 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00033913475
495 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00021767688
562 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00020091752
770 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016917602
1,010 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014652858
1,269 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00012930432
1,364 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012370117
1,636 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00011053863
1,757 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00010660932
2,435 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 8.8252237e-05
2,690 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 8.293714e-05
2,962 Kuzu* Graph Database Management System 2023 CIDR 7.8101752e-05
3,400 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1405533e-05
3,680 SingleStore-V: An Integrated Vector Database System in SingleStore 2024 VLDB 6.8496415e-05
4,731 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 5.966659e-05
5,707 FARGO: Fast Maximum Inner Product Search via Global Multi-Probing 2023 VLDB 5.3611041e-05
7,316 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 4.7640297e-05
8,245 MIRAGE-ANNS: Mixed Approach Graph-based Indexing for Approximate Nearest Neighbor Search 2025 SIGMOD 4.5514956e-05
8,439 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 4.5128946e-05
8,687 TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs 2025 SIGMOD 4.4675056e-05
9,291 DARTH: Declarative Recall Through Early Termination for Approximate Nearest Neighbor Search 2026 SIGMOD 4.3619549e-05
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