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Senmao Qi

2 accepted papers

2026

LDA-1B: Scaling Latent Dynamics Action Model via Universal Embodied Data Ingestion

RSS 2026poster

Recent robot foundation models largely rely on large-scale behavior cloning, which imitates expert actions but discards transferable dynamics knowledge embedded in heterogeneous embodied data. While the Unified World Model (UWM) formulation has the potential to leverage such diverse data, existing i…

Cited by 0SourceScholar
2024

Towards High Efficient Long-Horizon Planning With Expert-Guided Motion-Encoding Tree Search

RA-L 2024

Autonomous driving holds promise for increased safety, optimized traffic management, and a new level of convenience in transportation. While model-based reinforcement learning approaches such as MuZero enables long-term planning, the exponentially increase of the number of search nodes as the tree g

Cited by 2SourceScholar