2 citations · 2 across the 3 of their papers we have counts for
3 papers
cs.LG2026
Efficient Coreset Selection via K-Nearest Neighbor Graphs
Yingfan Liu, Leiyu Zhang, Jiadong Xie +3
Coreset selection reduces the cost of model training by replacing a large training set with a small representative subset. Existing gradient-approximation coreset methods such as C…
cs.DB2026
Generalized Range Filtering Approximate Nearest Neighbor Search: Containment and Overlap [Technical Report]
Yingfan Liu, Tong Wu, Jiadong Xie +3
Approximate nearest neighbor (ANN) search with range filters has recently garnered significant attention. This paper delves into a generalized form of this problem, i.e., ANN searc…
cs.DB2024★ 2 cited
Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search
Shuo Yang, Jiadong Xie, Yingfan Liu +5
Proximity graphs (PG) have gained increasing popularity as the state-of-the-art solutions to -approximate nearest neighbor (-ANN) search on high-dimensional data, which serve…