Nicholay Topin
5 papers · 2015–2022 · 3 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Sprint
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Interdisciplinary Bridge ยท Bronze
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Hot Topic Early Bird
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Conference Pioneer
Venues
Top co-authors
Research topics
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
NeurIPS 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