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Yixiong Li

2 accepted papers

2026

Seeing Motion, Generating Action: Explicit Motion-Aware Policy for Robotic Action Generation

ICRA 2026poster

Imitation learning (IL) offers a scalable framework for teaching robots complex manipulation skills from human demonstrations. However, conventional end-to-end visuomotor IL models often suffer from poor performance and robustness due to the significant modality mismatch between high-dimensional vis…

Cited by 0Scholar
2025

CDP: Towards Robust Autoregressive Visuomotor Policy Learning via Causal Diffusion

CoRL 2025poster

Diffusion Policy (DP) enables robots to learn complex behaviors by imitating expert demonstrations through action diffusion. However, in practical applications, hardware limitations often degrade data quality, while real-time constraints restrict model inference to instantaneous state and scene obse…

Cited by 0SourceScholar