InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization 事件

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization arXiv:2606.05561v1 Announce Type: new Abstract: Speech-based mental health screening offers scalable depression detection, yet clinical deployment faces a significant barrier: users' privacy concerns about demographic information exposure. Current techniques struggle to resolve this conflict. Adversarial training often fails against unseen threats, whereas Differential Privac