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Dynamically Detect and Fix Hardness for Efficient Approximate Nearest Neighbor Search
Summary: Propose Escape Hardness, a per-query metric to locate defective regions in graph-based ANNS and a two-stage online repair that fixes them on-the-fly without bipartite graphs or costly rebuilds. RFix (entry) and NGFix (vicinity) improve OOD robustness and speed (up to 2.25×).
(summarized by gpt-5-mini on Feb 11 2026)
- Paper ID
- 7379
- Venue
- SIGMOD
- Year
- 2026
- Pagerank
- 4.1945683e-05
- Overall Rank
- 10,071 | 29.94%
- DOI
-
10.1145/3769783
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Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
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 |
| 212 |
Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph |
2019 |
VLDB |
0.00033913475 |
| 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 |
| 2,023 |
Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases |
2023 |
SIGMOD |
9.7544991e-05 |
| 2,181 |
PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search |
2020 |
VLDB |
9.3451821e-05 |
| 2,324 |
RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search |
2024 |
SIGMOD |
9.0326444e-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 |
| 2,725 |
HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search |
2022 |
VLDB |
8.2294908e-05 |
| 2,811 |
High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations |
2023 |
SIGMOD |
8.0806307e-05 |
| 2,971 |
Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces |
2023 |
VLDB |
7.7970531e-05 |
| 3,400 |
ELPIS: Graph-Based Similarity Search for Scalable Data Science |
2023 |
VLDB |
7.1405533e-05 |
| 4,598 |
Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search |
2025 |
SIGMOD |
6.0586236e-05 |
| 4,731 |
Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art |
2025 |
SIGMOD |
5.966659e-05 |
| 5,184 |
SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search |
2025 |
SIGMOD |
5.6406991e-05 |
| 5,233 |
RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search |
2024 |
VLDB |
5.6131833e-05 |
| 6,376 |
DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search |
2024 |
VLDB |
5.0916875e-05 |
| 7,239 |
Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search |
2025 |
VLDB |
4.792836e-05 |
| 7,316 |
Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes |
2024 |
VLDB |
4.7640297e-05 |
| 7,606 |
Tribase: A Vector Data Query Engine for Reliable and Lossless Pruning Compression using Triangle Inequalities |
2025 |
SIGMOD |
4.6967106e-05 |
| 7,843 |
Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search |
2025 |
SIGMOD |
4.6367909e-05 |
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