Nicholay Topin
5 papers · 2015–2022 · 3 conferences · across top CS/AI conferences
Achievements
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🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🏃 Academic Marathon (7)
🐝
Cross-Pollinator
(13)
🚀
Conference Pioneer
Conferences
AAAI (2)
IJCAI (2)
NIPS (1)
Top co-authors
Keywords
reinforcement learning
(2)
sample efficiency
(1)
imitation learning
(1)
policy learning
(1)
explainable ai
(1)
model debugging
(1)
markov decision process
(1)
value function
(1)
markov chain
(1)
decision tree
(1)
counterfactual reasoning
(1)
model explanation
(1)
forward simulation
(1)
human demonstration
(1)
open-world environment
(1)
hierarchical task
(1)
user study
(1)
interpretable policy
(1)
function approximator
(1)
neural network
(1)
Papers
Use-Case-Grounded Simulations for Explanation Evaluation
NIPS 2022
Iterative Bounding MDPs: Learning Interpretable Policies via Non-Interpretable Methods
AAAI 2021
Generation of Policy-Level Explanations for Reinforcement Learning
AAAI 2019
MineRL: A Large-Scale Dataset of Minecraft Demonstrations
IJCAI 2019
Portable Option Discovery for Automated Learning Transfer in Object-Oriented Markov Decision Processes
IJCAI 2015