From the 1 of 4 linked papers with an AI index.
4 papers
VistaVLA: Geometry- and Semantic-Aware 3D Gaussian-Grounded VLA for Robotic Manipulation
Mohan Liu, Zhihao Gu, Xuanyu Chen +5
VistaVLA is a two-stage framework that builds a geometry- and semantic-aware 3D cognitive map using Gaussian primitives and compresses it into compact tokens for vision‑language‑ac…
Physics-Guided Biomechanical Gait Adaptation for Humanoid Locomotion on Extreme Sloped Terrains
Xuanyu Chen, Mohan Liu, Dengchen Mei +6
Model-free reinforcement learning has enabled impressive humanoid locomotion; however, control on steep slopes remains largely unexplored. Unlike flat or discrete terrains, sloped…
LiMoDE: Rethinking Lifelong Robot Manipulation from a Mixture-of-Dynamic-Experts Perspective
Zhihao Gu, Lin Wang
Building a generalist robot that can leverage prior knowledge for continuous task adaptation remains a significant challenge. Previous works alleviate the catastrophic forgetting p…
Physics-Informed Policy Optimization via Analytic Dynamics Regularization
Namai Chandra, Liu Mohan, Zhihao Gu +1
Reinforcement learning (RL) has achieved strong performance in robotic control; however, state-of-the-art policy learning methods, such as actor-critic methods, still suffer from h…