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cs.CV2025
Characterizing Motion Encoding in Video Diffusion Timesteps
Vatsal Baherwani, Yixuan Ren, Abhinav Shrivastava
Text-to-video diffusion models synthesize temporal motion and spatial appearance through iterative denoising, yet how motion is encoded across timesteps remains poorly understood.…
cs.CV2025
NeRV-Diffusion: Diffuse Implicit Neural Representations for Video Synthesis
Yixuan Ren, Hanyu Wang, Hao Chen +2
We present NeRV-Diffusion, an implicit latent video diffusion model that synthesizes videos via generating neural network weights. The generated weights can be rearranged as the pa…