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Zhao-Long Su

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#artificial intelligence Preprint Sep 2026

CoRe: Co-Evolving Reward Models for Mitigating Latent Reward Hacking in Video Diffusion Models

Latent reward models (LRMs) enable efficient alignment of video diffusion models by scoring intermediate states directly in latent space. However, we find that optimizing against a fixed latent reward rapidly leads to latent reward hacking: the predicted reward stays high while perceptual and motion quality deteriorate...

Zhao-Long Su, Yu-Jin Han, Feng Wang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

From Static to Dynamic: On-Policy Distillation from Image to Video Diffusion Models

MILD, a Motion-Preserving Image-to-Video Latent Distillation framework that transfers specialized image expertise while preserving pretrained video dynamics, is proposed and established as an effective route to improving video generation by drawing on the diverse and evolving capabilities of the image-generation ecosys...

Bing Jiang, Li Luo, Zi-Chao Yu et al. · 0 citations

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