A collection of work spanning AI research, privacy-preserving systems, and creative technology.
SCIF
Privacy-Preserving Statistics Collection
Multi-server secure aggregation with input validation and full malicious security. Published at PETS 2025.
Hachiko
Veterinary AI Clinical Assistant
Transformer-based NLP for medical record summarization. 97% accuracy, 45% reduction in documentation time.
Multi-Modal Biometrics
Undergraduate Honors Thesis
Agentic fusion framework combining face, gait, and pose encoders. 98% accuracy with fairness auditing.
IoT Anomaly Detection
Graph Neural Network Approach
Temporal intrusion detection with GCNs and cascade tree analysis. Interactive Streamlit dashboard.
Music → Art
AI Creative System
Converts audio features into generative visual art using GANs, VAEs, and neural style transfer.
Mental Health NLP
Social Media Analysis
Classify depression/anxiety from social media using BERT embeddings. F1=0.92 with SHAP explanations.
Humanitarian Security
4,300+ Incidents Analyzed
Full-stack platform analyzing global security incidents. Zoomable maps, timeline visualizations.
Quantum Cognition
NIH Collaboration
fMRI analysis applying quantum probability frameworks to human decision-making and perception.