2 papers
cs.LG2026
Adaptive Combinatorial Experimental Design: Pareto Optimality for Decision-Making and Inference
Hongrui Xie, Junyu Cao, Kan Xu
In this paper, we provide the first investigation into adaptive combinatorial experimental design, focusing on the trade-off between regret minimization and statistical power in co…
cs.LG2024
Contextual Bandit with Herding Effects: Algorithms and Recommendation Applications
Luyue Xu, Liming Wang, Hong Xie +1
Contextual bandits serve as a fundamental algorithmic framework for optimizing recommendation decisions online. Though extensive attention has been paid to tailoring contextual ban…