SimpleMemVLA: A Simple but Effective Native-Video Memory for Vision-Language-Action Models

Cheng Yin, Wang Xu, Junpeng Yang +8

Long-horizon manipulation is partially observable: the information needed to choose the next action may appear only in observations from minutes earlier. Existing memory mechanisms…