I am a Ph.D. student in Computer Science at Oregon State University, advised by Dr. Sandhya Saisubramanian and a member of the Intelligent and Reliable Autonomous Systems (IRAS) research group.
My research focuses on reinforcement learning, Bayesian methods, and causal inference, with an emphasis on safe and reliable decision-making for autonomous agents. I develop techniques that integrate external sources of information, such as human feedback, to enhance agent performance while minimizing risks.
Publications & Workshops
Multi-Objective Planning with Contextual Lexicographic Reward Preferences
International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2025.
Adaptive Feedback Selection for Learning to Avoid Negative Side Effects in Autonomous Agents
Workshop on Reinforcement Learning Beyond Rewards, Reinforcement Learning Conference (RLC), 2024.
DendroMap: Visual Exploration of Large-Scale Image Datasets for Machine Learning with Treemaps
IEEE Transactions on Visualization and Computer Graphics, 2022.