UniMPA: A Unified Memory-Prediction-Action Model via Action-Grounded Transition Modeling
arXiv:2609.11875v1 Announce Type: new Abstract: Recent advances in Vision-Language-Action (VLA) models have improved robotic manipulation, yet observation-to-action learning remains limited by a funda