Topin, Nicholay

7 publications

ECML-PKDD 2022 MAVIPER: Learning Decision Tree Policies for Interpretable Multi-Agent Reinforcement Learning Stephanie Milani, Zhicheng Zhang, Nicholay Topin, Zheyuan Ryan Shi, Charles A. Kamhoua, Evangelos E. Papalexakis, Fei Fang

NeurIPS 2022 Use-Case-Grounded Simulations for Explanation Evaluation Valerie Chen, Nari Johnson, Nicholay Topin, Gregory Plumb, Ameet Talwalkar

AAAI 2021 Iterative Bounding MDPs: Learning Interpretable Policies via Non-Interpretable Methods Nicholay Topin, Stephanie Milani, Fei Fang, Manuela Veloso

NeurIPSW 2021 Simulated User Studies for Explanation Evaluation Valerie Chen, Gregory Plumb, Nicholay Topin, Ameet Talwalkar

AAAI 2019 Generation of Policy-Level Explanations for Reinforcement Learning Nicholay Topin, Manuela Veloso

IJCAI 2019 MineRL: A Large-Scale Dataset of Minecraft Demonstrations William H. Guss, Brandon Houghton, Nicholay Topin, Phillip Wang, Cayden R. Codel, Manuela Veloso, Ruslan Salakhutdinov

IJCAI 2015 Portable Option Discovery for Automated Learning Transfer in Object-Oriented Markov Decision Processes Nicholay Topin, Nicholas Haltmeyer, Shawn Squire, John Winder, Marie desJardins, James MacGlashan