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Original Research
Published 18 September 2026
WIS: world-guided instruction semantic diffusion policy for predictive bimanual manipulation
Xukun Liu · Liguo Hou · Pu Cheng · Xiaoping Luo · Fengjuan Xie · Jiqing Wei · Feng Wang · Aifeng Liu
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1940438