3 papers
cs.LG2026
Ranking-and-Selection with Multiple Correct Answers and Non-Answerable Estimates
Qiaoqiao Wang, Wei You
We study fixed-precision ranking-and-selection in structured settings where the answer may be non-unique and where noisy estimates may temporarily admit no valid answer at all. Thi…
cs.LG2025
Pure Exploration via Frank-Wolfe Self-Play
Xinyu Liu, Chao Qin, Wei You
We study pure exploration in structured stochastic multi-armed bandits, aiming to efficiently identify the correct hypothesis from a finite set of alternatives. For a broad class o…
stat.ML2025
Dual-Directed Algorithm Design for Efficient Pure Exploration
Chao Qin, Wei You
While experimental design often focuses on selecting the single best alternative from a finite set (e.g., in ranking and selection or best-arm identification), many pure-exploratio…