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20242026
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cs.RO2026

Weave: Learning Whole-Body Dexterous Loco-Manipulation from Human-Object Interactions

Liu Cao, Xingze Wu, Jingzhi Cui +4

Learning humanoid-object interaction requires coordinating whole-body balance, locomotion, and dexterous hand contact to control both robot and object motion. Human demonstrations…

cs.RO2026

Dex-X: Learning Visual-Tactile Dexterous Manipulation From Human Videos with Simulated Interaction

Ruoqu Chen, Feixiang Ruan, Liu Cao +9

Human videos are an abundant source of dexterous manipulation behaviors, but they lack tactile information that is crucial for contact-rich interaction. This raises a fundamental q…

cs.RO2025

Gallant: Voxel Grid-based Humanoid Locomotion and Local-navigation across 3D Constrained Terrains

Qingwei Ben, Botian Xu, Kailin Li +6

Robust humanoid locomotion requires accurate and globally consistent perception of the surrounding 3D environment. However, existing perception modules, mainly based on depth image…

cs.RO2025

MoE-DP: An MoE-Enhanced Diffusion Policy for Robust Long-Horizon Robotic Manipulation with Skill Decomposition and Failure Recovery

Baiye Cheng, Tianhai Liang, Suning Huang +5

Diffusion policies have emerged as a powerful framework for robotic visuomotor control, yet they often lack the robustness to recover from subtask failures in long-horizon, multi-s…

cs.RO2025

FACET: Force-Adaptive Control via Impedance Reference Tracking for Legged Robots

Botian Xu, Haoyang Weng, Qingzhou Lu +2

Reinforcement learning (RL) has made significant strides in legged robot control, enabling locomotion across diverse terrains and complex loco-manipulation capabilities. However, t…

cs.RO2024

On the Evaluation of Generative Robotic Simulations

Feng Chen, Botian Xu, Pu Hua +4

Due to the difficulty of acquiring extensive real-world data, robot simulation has become crucial for parallel training and sim-to-real transfer, highlighting the importance of sca…