AI/ML Researcher
Every problem computing can solve excites me! I focus on R&D of Intelligent Systems for societal
good, with particular emphasis on Trustworthy
and Secure AI. My research investigates: How can we design secure, trustworthy ML
systems that resist manipulation, minimize leakage, preserve privacy, maintain traceable
grounding, and serve diverse users fairly under uncertainty? How can evaluation benchmarks gauge
ML trustworthiness under realistic, adversarial contexts?
Natural Language Processing:
Non-linear
language understanding and reasoning, evaluation benchmarking of LLMs and decision-support
systems, advancing information retrieval and reasoning (meta-conversational intelligence, AI
alignment), fairness in ML systems.
In my free time, I build practical computing tools (PDFX - PDF Utility, SSTX - Speech to Text,
SocialE - Phishing Awareness System).
