Author

Ziyue Zeng

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#artificial intelligence Preprint Mar 2026

GVCC: Zero-Shot Video Compression via Codebook-Driven Stochastic Rectified Flow

This work proposes Generative Video Codebook Codec (GVCC), a zero-shot framework in which a pretrained video generative model serves directly as the decoder, and the transmitted bitstream specifies its generation trajectory.

Ziyue Zeng, Xun Su, Hao-Yuan Liu et al. · 3 citations · ⚡1

Preprint Aug 2026

GVCCTurbo: Rate-Compute Quality Scheduling for Codebook Driven Generative Compression

This work proposes GVCCTurbo, a BPP-driven scheduler that separates expensive prior refreshes from codebook corrections, and supports BPP-to-compute scheduling as a controllable extension of sampler-length tuning, without requiring the allocated point to dominate every boundary point.

Ziyue Zeng, Ding-Jie Peng, Xun Su et al. · 0 citations