The Second Workshop on GenAI for Health: Potential, Trust, and Policy Compliance

Generative AI (GenAI) has emerged as a transformative force in healthcare, yet public trust remains limited due to safety concerns and policy misalignment. Build- ing on last year’s successful GenAI4Health workshop, the field has rapidly evolved from exploratory research to real-world clinical deployments, accompanied by FDA regulatory involvement and expanding global governance frameworks. This second workshop convenes machine learning researchers, healthcare professionals, and policy experts to address the critical intersection of GenAI innovation and regula- tory compliance in health applications. We will examine trustworthiness challenges in large language models and multimodal foundation models, explore mitigation strategies, and foster dialogue between technical and policy communities. Our goal is to advance safe, effective, and ethically-compliant GenAI integration in healthcare systems, improving patient outcomes and clinical research capabilities