Jacob Tyo
I am a Ph.D. student in the Machine Learning Department at Carnegie Mellon University, and Electronics Engineer at the U.S. Army Research Laboratory. Advised by Zachary Lipton, I work on reinforcement learning. Before joining CMU, I obtained a Master's and a Bachelor's degree in Electrical Engineering at West Virginia University, where I worked with Roy Nutter and Katerina Goseva-Popstojanova to apply machine learning in computer security domains. My research interests lie in reinforcement learning, artificial intelligence, and meta-learning.
Email: jtyo@cs.cmu.edu
Office: Gates Hillman Center 8007
Publications
Reinforcement Learning with Unknown Reward Functions
(ICLR 2019 - SPIRL and TARL Workshops)
Benjamin Eysenbach*, Jacob Tyo*, Shane Gu, Ruslan Salakhutdinov, Zachary Lipton, Sergey Levine
(QRS 2018)
Katerina Goseva-Popstojanova, Jacob Tyo
Evaluation of OSUS at TTCP CUE 2017
(SPIE, Ground/Air Multisensor Interoperability, Integration, and Networking for Persistent ISR IX)
Jacob Tyo, William Hughes
Katerina Goseva-Popstojanova, Jacob Tyo
Technical Reports
A Practical Guide to the Open Standards for Unattended Sensors (OSUS)
(Defense Technical Information Center) Jacob Tyo and Jesse Kovach
Empirical Analysis and Automated Classification of Security Bug Reports
(NASA Technical Reports) Jacob Tyo
(NASA Technical Reports) Katerina Goseva-Popstojanova, Jacob Tyo, and Brian Sizemore