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Alex Rojas

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#machine learning Preprint Aug 2026

Equilibrium Forcing: Adaptive Video Generation Without Noise Conditioning

Equilibrium Forcing is introduced, a simplified framework for video denoising generative models without noise level conditioning that pioneers modular training- and inference-time designs for noise-unconditional generation that decouple learning the denoising field from sampling.

H. Lillemark, Alex Rojas, Zachary Novack et al. · 0 citations