الباحثون

Zilang Cen

المنشورات 2

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eRLT: Efficient VLA Reinforcement Learning via Action-Relevant Token Routing

Dehao Huang, Jianbang Liu, Jianpan Gao وآخرون · 2026

Vision-Language-Action (VLA) models provide strong behavioral priors for robotic manipulation, yet efficiently adapting them to downstream tasks remains challenging. Recent work addresses this challenge by adapting frozen VLAs through online reinforcement learning (RL), whose sample efficiency depends on the quality of …

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What Matters in Designing World Action Models: An Empirical Study

Chao Tang, Haoqing Wang, Zilang Cen وآخرون · 2026

World Action Models (WAMs) have emerged as a promising paradigm for generalizable robot control. Despite the growing number of WAM systems, existing works often introduce unified systems that bundle together multiple design choices, such as architecture and training strategy, making it difficult to isolate individual c …

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