I am a Ph.D. candidate in Computer Science at Washington State University, where I am fortunate to be advised by Professors Jana Doppa and Diane Cook. My general research interests are in Artificial Intelligence (AI) and Machine Learning (ML), with a main focus on developing robust, safe, and trustworthy ML algorithms with theoretical guarantees for deployment in critical real-world challenges within safety-sensitive domains (e.g., healthcare).
My current research focuses on:
- Building trustworthy Large Language Model (LLM) hallucination control policies for safety-sensitive applications.
- Advancing Conformal Prediction-based uncertainty quantification with theoretical guarantees to facilitate effective human–ML collaboration (e.g., Clinician-in-the-Loop Uncertainty-aware predictive systems and beyond).
- Developing uncertainty-aware energy management methods for wearable Internet of Things (IoT) devices for mobile health applications and beyond.
