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Jiaming Liu

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Preprint Sep 2026

The Missing Temporal Link: Temporal Context Routing for Script-Driven Audio-Video Generation

Joint audio-video generation models have made substantial progress in visual quality and audio-visual synchronization. However, they still provide limited control over when shot transitions occur and dialogue is spoken. This limitation constrains their application in script-driven content creation, where timing errors...

Yi-Chen Liu, Quan-Wei Zhang, Hao-Zhe Wang et al. · 0 citations
#computer vision Preprint Aug 2026

AVA-Encoder: Towards Agent-Native Video Representation Learning

The Agentic Video Auto-Encoder (AVA-Encoder), a novel auto-encoding framework driven by agentic self-evolution to learn agent-native video representations that outperforms a carefully human-tuned policy while using 74.3% fewer shot-level and keyframe-level system-prompt tokens.

Chuyue Li, Jinpeng Yu, Hao-Zhe Wang et al. · 1 citation
Preprint Aug 2026

EDITBRIDGE: Towards Faithful and Efficient Ultra-High-Resolution Image Editing

This work proposes EditBridge, a diffusion bridge framework for efficient ultra high-resolution editing that achieves high-fidelity editing with superior perceptual quality at resolutions up to 4K, delivering 3.6--8.4$\times$ speedup at 2K and enabling practical 4K editing in 61 seconds.

Jia-Yi Song, Shijie Huang, Fang-Tai Wu et al. · 1 citation · ⚡1
Preprint Aug 2026

LiveAnimate: Stable Long-Form Streaming Human Animation in Real-Time

This work presents LiveAnimate, to their knowledge the first animation system to combine real-time streaming with stable long-form generation at billion scale, built on a 14B-parameter video Diffusion Transformer (DiT).

Yuxuan Zhang, H. Xiong, Yubo Huang et al. · 1 citation

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