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Inference-time expression controller for a frozen talking-face adapter — prosody stream without training?

Disclosure: I am asking because I am building a photoreal talking-face product and want to learn from other builders' experience, not from any vendor.

  • Inference-time expression controller schedules facial movements from audio prosody without training
  • Prevents slow expression stream from interfering with fast lip articulation using gating mechanisms
  • Mechanical repetition issues include lip interference and flicker in talking-face animations

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