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cs.CV2026
Attend Locally, Remember Linearly: Linear Attention as Cross-Frame Memory for Autoregressive Video Diffusion
Kunyang Li, Mubarak Shah, Yuzhang Shang
Autoregressive (AR) video diffusion is a powerful paradigm for streaming and interactive video generation. However, its reliance on softmax self-attention leads to quadratic comput…
cs.CV2026
Aero-World: Action-Conditioned Aerial Video Generation from Inertial Controls
Abdul Mohaimen Al Radi, Kunyang Li, Yuzhang Shang +2
Foundation video models produce visually impressive results, but their use in embodied AI remains limited because they are primarily trained on natural language rather than low-lev…