RESEARCH
- Secure Federated & Distributed LearningBackdoor attacks, poisoning threats, and data-distribution-aware defenses.
- Trustworthy AI & Information IntegrityReliable machine learning, LLM-driven information integrity, and benchmark development.
- Adaptive Attacks & Representation ControlProblem-driven research on representation control and adaptive learning dynamics.