الباحثون

Xiaofeng Tan

المنشورات 2

نسخة أولية وصول مفتوح

BiMoGen: Bidirectional Motion-Text Generation via Unified Masked Discrete Diffusion

Wanjiang Weng, Yongliang Wu, Xiaofeng Tan وآخرون · 2026

Text-to-motion generation and motion-to-text captioning are two fundamental tasks in human motion modeling, both grounded in the same underlying motion-text correspondence. Existing unified approaches mostly rely on autoregressive modeling, which imposes a fixed generation order and is therefore poorly suited to the bi …

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Where and When to Force: Routed Forcing for Streaming Avatars

Zihan Su, Siwen Lu, Junhao Zhuang وآخرون · 2026

Audio-driven streaming avatar generation requires real-time synthesis of speech-synchronized videos with dynamic and diverse motion. Self Forcing uses Distribution Matching Distillation (DMD) to distill bidirectional video diffusion models into causal, few-step generators for real-time streaming. However, DMD minimizes …

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