Junhyuk Oh

Junhyuk Oh

junhyuk (at) umich (dot) edu

I am a third-year Ph.D. student in Computer Science and Engineering at University of Michigan. I am supervised by Professor Honglak Lee and Professor Satinder Singh. My research focuses on deep learning and reinforcement learning.

News

June 2017: I will intern at DeepMind (Summer 2017).
Nov 2016: I gave a talk at Ann Arbor Deep Learning Event.
Sep 2016: I will give a talk at Machine Intelligence Summit at San Francisco (Mar 2017).
Sep 2016: I will give a talk at NIPS 2016 Workshop on Deep Reinforcement Learning (Dec 2016). [Slides]
June 2016: I will intern at Microsoft Research, Redmond, advised by Pushmeet Kohli (Summer 2016).
May 2016: Our paper on Minecraft got accepted to ICML 2016. The code is available.

Publications

Zero-Shot Task Generalization with Multi-Task Deep Reinforcement Learning

Junhyuk Oh, Satinder Singh, Honglak Lee, Pushmeet Kohli

To appear in International Conference on Machine Learning (ICML), 2017.

[Arxiv] [Project Page]

      Control of Memory, Active Perception, and Action in Minecraft
       Junhyuk Oh, Valliappa Chockalingam, Satinder Singh, Honglak Lee
      In International Conference on Machine Learning (ICML), 2016.

Press Coverage: [MIT Technology Review] [Daily Mail]

[PDF] [Supplementary Material] [ArXiv] [Project Page] [Code]

Learning Transferrable Knowledge for Semantic Segmentation

with Deep Convolutional Neural Network

Seunghoon Hong, Junhyuk Oh, Bohyung Han, Honglak Lee

In Computer Vision and Pattern Recognition (CVPR), 2016.

Spotlight presentation

[PDF] [ArXiv] [Project Page] [Code]

       Action-Conditional Video Prediction using Deep Networks in Atari Games
       Junhyuk Oh, Xiaoxiao Guo, Honglak Lee, Richard Lewis, Satinder Singh
       In Neural Information Processing Systems (NIPS), 2015.

Spotlight presentation Acceptance rate: 4.5% (82/1858)
[PDF] [Supplementary Material] [ArXiv] [BibTeX] [Project Page] [Code]

Education

Sep 2014 - Present

University of Michigan, Ann Arbor, MI
Ph.D. student in Computer Science and Engineering

Mar 2007 - Feb 2014

Seoul National University, Seoul, Korea
B.S. in Computer Science and Engineering

Professional Experience

June 2017 - Sep 2017 (expected)

Research Intern, DeepMind, London, United Kingdom.

June 2016 - Sep 2016

Research Intern, Microsoft Research, Redmond, USA.

June 2011 - Jan 2013

Software Engineer, ESTsoft Co., Ltd., Seoul, Korea

Jan 2010 - June 2011

Software Engineer, GALA Lab Co., Ltd., Seoul, Korea

Awards and Honors

Graduate Scholarship from Kwanjeong Educational Foundation, 2014 - Present
Undergraduate Scholarship from Korea Student Aid Foundation (KOSAF), 2007 - 2014