AvatarForcing: One-Step Streaming Talking Avatars via Local-Future Sliding-Window Denoising

Liyuan Cui, Wentao Hu, Wenyuan Zhang +3

Real-time talking avatar generation requires low latency and minute-level temporal stability. Autoregressive (AR) forcing enables streaming inference but suffers from exposure bias…