Ethics & Security
AI Ethics & Security
Domain Focus & Clinical Overview
Privacy-preserving federated learning, adversarial robustness, clinical safety verification, explainable AI (XAI), and algorithmic fairness.
Core Methodologies & Technical Scope
Core Research Pillars:
- Differential privacy guarantees for multi-hospital collaborative training.
- Counterfactual explanation maps for clinician decision support audit.
- Out-of-distribution (OOD) anomaly detection during clinical inference.