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#diffusion models Open access Sep 2026

WIS: world-guided instruction semantic diffusion policy for predictive bimanual manipulation

Introduction Robotic bimanual manipulation poses significant challenges for reactive visuomotor policies, which inherently lack the capacity to anticipate future environmental dynamics, especially in long-horizon and semantically complex tasks. To address this limitation, there is a critical need for frameworks that in...

Xukun Liu, Liguo Hou, Pu Cheng et al. · 0 citations
#diffusion models Open access Aug 2026

GSP-3D: generalizable 3D Gaussian Splatting with diffusion policy and world model for long-horizon bimanual manipulation

Introduction Learning robust visuomotor policies for bimanual manipulation remains challenging due to the stringent requirements for precise coordination between arms and the ability to generalize across diverse environmental conditions. Existing diffusion-based policies often suffer from temporally inconsistent action...

Xukun Liu, Junhua Huang, Shenggang Wei et al. · 0 citations

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