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cs.RO2026
DEFLECT: Temporal Counterfactual Preference Learning for Delay-Robust Asynchronous VLAs
Yixiang Zhu, Yonghao Chen, Zijie Yang +3
Vision-Language-Action (VLA) policies increasingly rely on asynchronous inference to hide model latency behind ongoing robot motion. During inference, the robot continues executing…
cs.RO2026
Retrieve-then-Steer: Online Success Memory for Test-Time Adaptation of Generative VLAs
Jianchao Zhao, Huoren Yang, Yusong Hu +6
Vision-Language-Action (VLA) models show strong potential for general-purpose robotic manipulation, yet their closed-loop reliability often degrades under local deployment conditio…