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R3DP: Real-Time 3D-Aware Policy for Embodied Manipulation
Yuhao Zhang*, Wanxi Dong, Yue Shi, Yi Liang, Jingnan Gao, Qiaochu Yang,
Yaxing Lyu, Zhixuan Liang, Yibin Liu, Congsheng Xu, etc.
European Conference on Computer Vision (ECCV), 2026
(Oral)
project page /
arXiv /
code
A real-time 3D-aware manipulation policy that couples VGGT-based priors with a lightweight temporal predictor and multi-view fuser.
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Implicit Drifting Policy: One-Step Action Generation via Conditional Expert Geometry
Zemin Yang, Yaoyu He, Yiming Zhong, Yuhao Zhang,
Xinge Zhu, Yao Mu, Qingqiu Huang, Yuexin Ma
arXiv preprint, 2026
arXiv
A one-step imitation learning framework using conditional expert geometry to enforce action-manifold constraints without explicit drifting-field estimation.
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M2Tok: Multi-head Multi-codebook Discrete Action Tokenization for Vision-Language-Action Models
Chunpu Xu, Zhixuan Liang, Yuhao Zhang, Chi-Min Chan, Jessie Wang,
Yang Xiao, Mengkang Hu, Xiaokang Yang, Yao Mu
European Conference on Computer Vision (ECCV), 2026
A multi-head multi-codebook discrete action tokenization scheme for scaling VLA models on continuous control.
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MM-ACT: Learn from Multimodal Parallel Generation to Act
Haotian Liang, Xinyi Chen, Bin Wang, Mingkang Chen, Yitian Liu,
Yuhao Zhang, Zanxin Chen, Tianshuo Yang, Yilun Chen, Jiangmiao Pang, etc.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
arXiv /
code
A unified VLA model unifying text, image, and action generation in a shared token space; 96.3% on LIBERO.
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SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning
Haozhan Li, Yuxin Zuo, Jiale Yu, Yuhao Zhang*, Zhaohui Yang,
Kaiyan Zhang, Xuekai Zhu, Yuchen Zhang, Tianxing Chen, Ganqu Cui, etc.
International Conference on Learning Representations (ICLR), 2026
arXiv /
code
A simple, scalable RL recipe for training vision-language-action models.
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Benchmarking Generalizable Bimanual Manipulation: RoboTwin Dual-Arm Collaboration Challenge at CVPR 2025 MEIS Workshop
Tianxing Chen, Kaixuan Wang, Zhaohui Yang, Yuhao Zhang*,
Zanxin Chen, Baijun Chen, Wanxi Dong, Ziyuan Liu, Dong Chen, Tianshuo Yang, etc.
CVPR 2025 MEIS Workshop (Challenge Report), 2025
arXiv /
challenge page
A large-scale challenge on generalizable bimanual manipulation across 17 tasks in simulation and the real world.
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