Yuqian Fu

LILAC: Learning a Leader for Cooperative Reinforcement Learning

2022

In cooperative multi-agent reinforcement learning,role-based learning promises to reach satisfactory policy learning through the decomposition of complicated tasks using roles. Different roles are responsible for different aspects of the task. However, how this group of …

AVA: Attentive VLM Agent for Mastering StarCraft II

2026

We introduce AVACraft, a multimodal StarCraft II benchmark supporting both Multi-Agent Reinforcement Learning (MARL) and Vision-Language Model (VLM) paradigms. Unlike SMAC-family environments that rely on abstract state representations and exclude VLMs, AVACraft provides RGB visuals, …