TemporalFlow-VLA: Learning Physically Grounded Execution History for Long-Horizon Robot Manipulation

Jiarui Yang, Yehao Lu, Yuning Su +9

Vision-language-action (VLA) models leverage pretrained vision-language representations for robot control, yet simply adding historical frames does not reliably capture recent phys…