作者位次 #7/8NeurIPS 2026Poster
RewardFlow: Topology-Aware Reward Propagation on State Graphs for Agentic RL with LLMs
Xiao Feng · Bo Han · Zhanke Zhou · Jiaqi Fan · Jiangchao Yao · Ka H Li · Dahai Yu · Michael Ng
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Xiao Feng · Bo Han · Zhanke Zhou · Jiaqi Fan · Jiangchao Yao · Ka H Li · Dahai Yu · Michael Ng
Zhantao Ma · Quanfeng Lu · Shuai Zhong · Dahai Yu · Ping Luo · Michael Ng
Recent large vision–language models (LVLMs) have demonstrated strong potential for device control. However, existing research has primarily focused on point-and-click (PnC) interaction, while remote-control (RC) interaction commonly encountered in everyday TV usage remains largely underexplored....