most citedAgentic Web: Weaving the Next Web with AI Agents

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cs.RO2026

Learning Physical Interaction: A Survey of Tactile- and Force-aware Robot Learning

Shilin Shan, Chuhao Zhou, Ruize Wang +30

Physically grounded robot intelligence requires robots to perceive, reason about, and regulate their interactions with the physical world. This capability is particularly critical…

cs.RO2026

World Model for Robot Learning: A Comprehensive Survey

Bohan Hou, Gen Li, Jindou Jia +15

World models, which are predictive representations of how environments evolve under actions, have become a central component of robot learning. They support policy learning, planni…

cs.RO2026

D-REX: Differentiable Real-to-Sim-to-Real Engine for Learning Dexterous Grasping

Haozhe Lou, Mingtong Zhang, Haoran Geng +9

Simulation provides a cost-effective and flexible platform for data generation and policy learning to develop robotic systems. However, bridging the gap between simulation and real…

cs.RO2025

Large Video Planner Enables Generalizable Robot Control

Boyuan Chen, Tianyuan Zhang, Haoran Geng +9

General-purpose robots require decision-making models that generalize across diverse tasks and environments. Recent works build robot foundation models by extending multimodal larg…

cs.RO2025

DIPOLE: Fusing Vision and Geometry for Robust Visuomotor Generalization

Yikai Tang, Haoran Geng, Jindou Jia +5

Imitation learning has emerged as a crucial approach for acquiring visuomotor skills from demonstrations, where designing effective observation encoders is essential for policy gen…

cs.RO2025

The Sound of Simulation: Learning Multimodal Sim-to-Real Robot Policies with Generative Audio

Renhao Wang, Haoran Geng, Tingle Li +7

Robots must integrate multiple sensory modalities to act effectively in the real world. Yet, learning such multimodal policies at scale remains challenging. Simulation offers a via…

cs.RO2025

SkillBlender: Towards Versatile Humanoid Whole-Body Loco-Manipulation via Skill Blending

Yuxuan Kuang, Haoran Geng, Amine Elhafsi +5

Humanoid robots hold significant potential in accomplishing daily tasks across diverse environments thanks to their flexibility and human-like morphology. Recent works have made si…

cs.RO2025

ViTacFormer: Learning Cross-Modal Representation for Visuo-Tactile Dexterous Manipulation

Liang Heng, Haoran Geng, Kaifeng Zhang +2

Dexterous manipulation is a cornerstone capability for robotic systems aiming to interact with the physical world in a human-like manner. Although vision-based methods have advance…