3 papers
cs.LG2025
On the Regularity and Fairness of Combinatorial Multi-Armed Bandit
Xiaoyi Wu, Bin Li
The combinatorial multi-armed bandit model is designed to maximize cumulative rewards in the presence of uncertainty by activating a subset of arms in each round. This paper is ins…
cs.MM2025
LLMER: Crafting Interactive Extended Reality Worlds with JSON Data Generated by Large Language Models
Jiangong Chen, Xiaoyi Wu, Tian Lan +1
The integration of Large Language Models (LLMs) like GPT-4 with Extended Reality (XR) technologies offers the potential to build truly immersive XR environments that interact with…
cs.LG2025
On the Low-Complexity of Fair Learning for Combinatorial Multi-Armed Bandit
Xiaoyi Wu, Bo Ji, Bin Li
Combinatorial Multi-Armed Bandit with fairness constraints is a framework where multiple arms form a super arm and can be pulled in each round under uncertainty to maximize cumulat…