AAAI Workshop – SECURE‑AI4H

Safe, Ethical, Certified, Uncertainty-aware, Robust, and Explainable AI

January 20 – 27, 2026

Singapore

Format of Workshop

SECURE-AI4H will feature a highly interactive and engaging program spanning the full 7-day schedule. The format includes keynote talks by global leaders in AI for health and regulation, peer-reviewed papers and poster presentations, and interactive panels.

Attendance

Invited speakers from academia and industry, along with authors of peer-reviewed accepted papers, will present their work through oral and poster sessions.

Topics

Submissions are invited on topics including but not limited to:

• Adversarial Robustness in Medical AI
• Uncertainty Quantification in Clinical Decisions
• Explainable AI for Clinical End-Users
• Fairness and Bias Mitigation Across Demographics
• Privacy-Preserving Healthcare AI
• Regulatory Pathways and Certification Frameworks
• Clinical Validation and Real-World Evidence
• Robust Medical Imaging Under Distribution Shifts
• Safety-Critical Decision Support Systems
• Secure Multi-Modal Health Data Integration
• Human-AI Collaboration in Clinical Settings
• Ethical AI for Vulnerable Populations
• Generative AI in Healthcare with Safety Constraints
• Formal Verification and Theoretical Guarantees
• End-to-End Deployment and MLOps for Healthcare

Submission

Important Dates

• Abstract Registration: October 15th
• Paper Submission: October 22nd
• Paper Notification: November 5th
• Camera Ready Submission: November 15th