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20242026
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cs.RO2026

RoboWM-Bench: A Benchmark for Evaluating World Models in Robotic Manipulation

Feng Jiang, Yang Chen, Kyle Xu +8

Recent advances in large-scale video world models have enabled increasingly realistic future prediction, raising the prospect of using generated videos as scalable supervision for…

cs.RO2026

From Seeing to Simulating: Generative High-Fidelity Simulation with Digital Cousins for Generalizable Robot Learning and Evaluation

Jasper Lu, Zhenhao Shen, Yuanfei Wang +8

Learning robust robot policies in real-world environments requires diverse data augmentation, yet scaling real-world data collection is costly due to the need for acquiring physica…

cs.RO2025

Communication-Efficient Desire Alignment for Embodied Agent-Human Adaptation

Yuanfei Wang, Xinju Huang, Fangwei Zhong +4

While embodied agents have made significant progress in performing complex physical tasks, real-world applications demand more than pure task execution. The agents must collaborate…

cs.RO2025

Adaptive Articulated Object Manipulation On The Fly with Foundation Model Reasoning and Part Grounding

Xiaojie Zhang, Yuanfei Wang, Ruihai Wu +5

Articulated objects pose diverse manipulation challenges for robots. Since their internal structures are not directly observable, robots must adaptively explore and refine actions…

cs.RO2025

A Survey on Vision-Language-Action Models: An Action Tokenization Perspective

Yifan Zhong, Fengshuo Bai, Shaofei Cai +11

The remarkable advancements of vision and language foundation models in multimodal understanding, reasoning, and generation has sparked growing efforts to extend such intelligence…

cs.RO2025

AdaManip: Adaptive Articulated Object Manipulation Environments and Policy Learning

Yuanfei Wang, Xiaojie Zhang, Ruihai Wu +6

Articulated object manipulation is a critical capability for robots to perform various tasks in real-world scenarios. Composed of multiple parts connected by joints, articulated ob…