Surgeon-specific gesture prediction with discrete diffusion gives small accuracy gains, while the claimed privacy risk rests on a membership inference test with synthetic non-members.
Video-based surgical skill assessment using 3d convolu- tional neural networks
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Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework
Surgeon-specific gesture prediction with discrete diffusion gives small accuracy gains, while the claimed privacy risk rests on a membership inference test with synthetic non-members.