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20242026
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6 papers · 1 filter

cs.RO2026

Learning Structural Latent Points for Efficient Visual Representations in Robotic Manipulation

Yicheng Jiang, Jiaxu Wang, Junhao He +8

Current 3D-aware pretraining methods for embodied perception and manipulation are largely built on differentiable rendering frameworks, producing either fully implicit neural field…

cs.RO2026

Heracles: Bridging Precise Tracking and Generative Synthesis for General Humanoid Control

Zelin Tao, Zeran Su, Peiran Liu +13

Achieving general-purpose humanoid control requires a delicate balance between the precise execution of commanded motions and the flexible, anthropomorphic adaptability needed to r…

cs.RO2025

PALo: Learning Posture-Aware Locomotion for Quadruped Robots

Xiangyu Miao, Jun Sun, Hang Lai +4

With the rapid development of embodied intelligence, locomotion control of quadruped robots on complex terrains has become a research hotspot. Unlike traditional locomotion control…

cs.RO2025

RHINO: Learning Real-Time Humanoid-Human-Object Interaction from Human Demonstrations

Jingxiao Chen, Xinyao Li, Jiahang Cao +7

Humanoid robots have shown success in locomotion and manipulation. Despite these basic abilities, humanoids are still required to quickly understand human instructions and react ba…

cs.RO2024

World Model-based Perception for Visual Legged Locomotion

Hang Lai, Jiahang Cao, Jiafeng Xu +5

Legged locomotion over various terrains is challenging and requires precise perception of the robot and its surroundings from both proprioception and vision. However, learning dire…

cs.RO2024

LoopSR: Looping Sim-and-Real for Lifelong Policy Adaptation of Legged Robots

Peilin Wu, Weiji Xie, Jiahang Cao +2

Reinforcement Learning (RL) has shown its remarkable and generalizable capability in legged locomotion through sim-to-real transfer. However, while adaptive methods like domain ran…