Jay-Yoon Lee
Jay-Yoon Lee

Ph.D. Student
Computer Science Department,   School of Computer Scinece
Carnegie Mellon University
5000 Forbes Ave., Pittsburgh, PA 15213

Email : jaylee@cs.cmu.edu
Office: 6213, Gates Hilman Center

Here is my C.V.

Research Interests

My research interests lie in Machine Learning, especially on multi-task, transfer learning problems. I investigate these machine learning techniques on natural language applications with my advisor Jaime Carbonell.
The goal of my research is injecting knowledge/constraints into neural models, primarily for natural language processing (NLP) tasks. While Machine Learning is a great framework to learn a black-box model that best represents given training set, sometimes the model fails to learn simple rules that is necessary for safety or logical reasoning. However, if we step back and think, not all the aspects of the model need to be learned from the data itself as some constraints of the model are readily available to us. In this line of thought, I am interested in ‘how' current machine learning framework can incorporate knowledge that is in the form of hard output constraints.



List of papers published/submitted to peer reviewed conferences/journals. Asterix (*) denotes joint first author, i.e., equal contribution.

Awards and Honors


Course Highlights at CMU

Work Experiences