Projects

GradCAM-based interpretability of BiomedCLIP on imbalanced radiology OOD. Surfaces failure modes and proposes clinical-robustness probes.

Depth maps + rPPG vital-sign signals for robust face presentation-attack detection on print/replay/mask attacks. Continues MSc thesis.

Uses RL to learn per-class reward weights for imbalanced biomedical classification — a flexible alternative to hand-tuned loss reweighting.

Selects the best group of base classifiers for a given set of related tasks via combinatorial search over performance/diversity trade-offs.

Multi-party computation primitives composed for low-overhead covert messaging between mutually distrustful parties.

Python Socket IO + D3 visualization for streaming PID controller data. Supports live formal-methods analysis.

Automated extraction & evaluation of resident Entrustable Professional Activities from assessor notes — sentiment analysis + Spearman correlation against committee comments.

Domain-specific BERT filtration & classification across 8,000 clinical RCT articles — reached 95% specificity. Grant under review.