Woocheol Shin

I am an M.S. student in the Graduate School of Data Science at KAIST, advised by Prof. Jinkyoo Park in the System Intelligence Lab.

I received my B.S. in Computer Science and Engineering from UNIST. I worked with Prof. Junghoon Kim at the Data Mining Lab, focusing on graph-structured problems, particularly algorithm design and problem formulation.

I am broadly interested in building generative policies for sequential decision-making toward human-desired goals in the real world. My current research focuses on steering large generative models, especially diffusion and flow-based models, toward desired outputs using reinforcement learning and reward-guided optimization.