Memory as Plans: World-Action Modeling with Memory-Grounded Planning

Sizhe Zhao, Haozhe Xie, Weiyu Zhao +5

Mainstream robotic policies often adopt a Markovian formulation, but many complex real-world manipulation tasks are inherently non-Markovian, requiring long-horizon memory beyond t…