1 citations · 1 across the 2 of their papers we have counts for
3 papers
cs.RO2026
LDA-1B: Scaling Latent Dynamics Action Model via Universal Embodied Data Ingestion
Jiangran Lyu, Kai Liu, Xuheng Zhang +20
Recent robot foundation models largely rely on large-scale behavior cloning, which imitates expert actions but discards transferable dynamics knowledge embedded in heterogeneous em…
cs.RO2023★ 1 cited
Minimally-intrusive Navigation in Dense Crowds with Integrated Macro and Micro-level Dynamics
Tong Zhou, Senmao Qi, Guangdu Cen +4
In mobile robot navigation, despite advancements, the generation of optimal paths often disrupts pedestrian areas. To tackle this, we propose three key contributions to improve hum…
cs.RO2023
Towards High Efficient Long-horizon Planning with Expert-guided Motion-encoding Tree Search
Tong Zhou, Erli Lyu, Jiaole Wang +4
Autonomous driving holds promise for increased safety, optimized traffic management, and a new level of convenience in transportation. While model-based reinforcement learning appr…