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20242026
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cs.RO2026

CFG-Policy: Unified Diffusion Policy Learning Framework via Classifier-free Guidance

Shutong Ding, Zhaoyang Liu, Yimiao Zhou +3

Diffusion policies are increasingly used in robotic control and manipulation, vision-language-action models, and world-model-based agents. Their ability to represent multimodal act…

cs.RO2026

Toward Visually Realistic Simulation: A Benchmark for Evaluating Robot Manipulation in Simulation

Yixin Zhu, Zixiong Wang, Jian Yang +4

Reliable simulation evaluation of robot manipulation policies serves as a high-fidelity proxy for real-world performance. Although existing benchmarks cover a wide range of task ca…

cs.RO2025

DreamPolicy: A Unified World-model Policy for Scalable Humanoid Locomotion

Yahao Fan, Tianxiang Gui, Kaiyang Ji +8

Achieving versatile humanoid locomotion with a single policy presents a critical scalability challenge. Prevailing methods often rely on distilling multiple terrain-specific teache…

cs.RO2025

ExFace: Expressive Facial Control for Humanoid Robots with Diffusion Transformers and Bootstrap Training

Dong Zhang, Jingwei Peng, Yuyang Jiao +3

This paper presents a novel Expressive Facial Control (ExFace) method based on Diffusion Transformers, which achieves precise mapping from human facial blendshapes to bionic robot…

cs.RO2024

AffordDP: Generalizable Diffusion Policy with Transferable Affordance

Shijie Wu, Yihang Zhu, Yunao Huang +5

Diffusion-based policies have shown impressive performance in robotic manipulation tasks while struggling with out-of-domain distributions. Recent efforts attempted to enhance gene…