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Yang Ding

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Preprint Aug 2026

Vorch-Streamer: Extending Human Audio-Visual Generation to Real-Time Long-Form Streaming

Vorch-Streamer, a post-training framework that addresses real-time long-form Text-to-Audio-Video (T2AV) streaming and enables real-time long-form avatar audio-video streaming, and bounded causal context and four-step denoising are presented.

Menglin Han, Yang Ding, Yulei Lu et al. · 0 citations
Preprint Aug 2026

Vorch-Director: Interactive World Story Model via Noise-Aware Error Rectification

Vorch-Director is proposed, a noise-level-aware residual correction strategy that associates each residual with its originating noise level and injects residuals from matched noise regimes during training to produce more realistic autoregressive histories while retaining efficient teacher-forcing training.

Lisai Zhang, Yi-Di Wu, Qi Liu et al. · 1 citation

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