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lijiayi

2 accepted papers

2025

DynaRend: Learning 3D Dynamics via Masked Future Rendering for Robotic Manipulation

NeurIPS 2025poster

Learning generalizable robotic manipulation policies remains a key challenge due to the scarcity of diverse real-world training data. While recent approaches have attempted to mitigate this through self-supervised representation learning, most either rely on 2D vision pretraining paradigms such as m…

Cited by 0SourceScholar
2025

SAMPO: Scale-wise Autoregression with Motion Prompt for Generative World Models

NeurIPS 2025poster

World models allow agents to simulate the consequences of actions in imagined environments for planning, control, and long-horizon decision-making. However, existing autoregressive world models struggle with visually coherent predictions due to disrupted spatial structure, inefficient decoding, and…

Cited by 0SourceScholar