Original ResearchPublished 18 September 2026WIS: world-guided instruction semantic diffusion policy for predictive bimanual manipulationXukun Liu · Liguo Hou · Pu Cheng · Xiaoping Luo · Fengjuan Xie · Jiqing Wei · Feng Wang · Aifeng LiuFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1940438
Original ResearchPublished 22 June 2026Learning robust and generalizable bimanual skills: a spatiotemporal causal hierarchical diffusion framework with attention anti-interferenceXukun Liu · Fengjuan Xie · Zhenyu Liu · Guangning Li · Shenggang Wei · Kai Xu · Aifeng LiuFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1849143