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Alexandre Alahi

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Preprint Oct 2026

Parametric Trajectory Distillation for Few-Step Video Generation

Video diffusion and flow models require many sequential evaluations, making generation computationally expensive. Few-step distillation reduces this cost but poses a capacity allocation problem: a student must match the teacher's iterative generation with far less sequential computation. Existing trajectory methods ask...

Lang Feng, Péter Karkus, M. Igl et al. · 0 citations

EverAnimate: Minute-Scale Human Animation via Latent Flow Restoration

EverAnimate is proposed, an efficient post-training method for long-horizon animated video generation that preserves visual quality and character identity by anchoring generation to a persistent latent context memory, consisting of two complementary mechanisms.

Wuyang Li, Yang Gao, Mariam Hassan et al. · 3 citations · ⚡1

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