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Zhaohan Daniel Guo
Ph.D
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RESEARCH INTERESTS
● Sample efficient online reinforcement learning algorithms, with Probably Approximately
Correct bounds and/or regret bounds
● Smart exploration via optimism under uncertainty and Bayesian approaches
● Sample efficient off-policy algorithms via importance sampling and approximate models
with better bias-variance trade-offs
● More sample efficient deep reinforcement learning
● Sample efficient online reinforcement learning algorithms, with Probably Approximately
Correct bounds and/or regret bounds
● Smart exploration via optimism under uncertainty and Bayesian approaches
● Sample efficient off-policy algorithms via importance sampling and approximate models
with better bias-variance trade-offs
● More sample efficient deep reinforcement learning
Papers17 papers
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Zhaohan Daniel Guo, Mohammad Gheshlagi Azar, Alaa Saade, Shantanu Thakoor,Bilal Piot,Bernardo Avila Pires,Michal Valko, Thomas Mesnard, Tor Lattimore,Rémi Munos
Cited by1Bibtex
NIPS 2020, (2020)
Cited by145EIBibtex
Zhaohan Guo,Bernardo Avila Pires,Mohammad Gheshlaghi Azar,Bilal Piot, Florent Altché, Jean-Bastien Grill,Remi Munos
international conference on machine learning, (2020)
Cited by12Bibtex
Adrià Puigdomenech Badia,Bilal Piot,Steven Kapturowski,Pablo Sprechmann, Oleksandr Vitvitskyi,Zhaohan Guo,Charles Blundell
ICML, pp.507-517, (2020)
Cited by75EIBibtex
ICML, pp.3875-3886, (2020)
Cited by3EIBibtex
Adrià Puigdomènech Badia,Pablo Sprechmann, Alex Vitvitskyi,Daniel Guo,Bilal Piot,Steven Kapturowski, Olivier Tieleman,Martin Arjovsky, Alexander Pritzel, Andrew Bolt,Charles Blundell
ICLR, (2020)
Cited by30EIBibtex
CoRR, (2019)
Cited by1EIBibtex
arXiv: Learning, (2018)
Cited by17EIBibtex
arXiv: Learning, (2017)
Cited by4EIBibtex
arXiv: Artificial Intelligence, (2017)
Cited by2EIBibtex
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 30 (NIPS 2017), (2017): 2489-2498
Cited by24EIBibtex
AAMAS, pp.438-446, (2016)
Cited by7EIBibtex
JMLR Workshop and Conference Proceedings, (2016): 510-518
Cited by13EIBibtex
Spoken Language Technology Workshop, pp.554-559, (2014)
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