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Author

Li Li

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Preprint Oct 2026

Unified Generative Video Compression with Autoregressive and Bidirectional Video Diffusion

Video diffusion models can reconstruct visually compelling content from severely compressed representations at ultra-low bitrates, but they impose a rigid deployment trade-off. Bidirectional (BI) models achieve high quality through dense full-sequence attention, yet require the entire sequence before reconstruction and...

Tian-Yu Zhang, Shuai Huo, Deng-Chao Jin et al. · 0 citations
Preprint Aug 2026

FLM: Frequency-Aware Language Models for Generative Image Compression

FLM is a frequency-aware language model that improves compression efficiency through frequency-domain probabilistic modeling while retaining deterministic reconstruction and is validated to be applicable to the lossless recompression task with competitive performance.

Jia-Run Chen, Ke-Jun Wu, Li Li et al. · 0 citations

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