基本信息
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Career Trajectory
Bio
I'm an Assistant Professor at the University of Montreal's DIRO, and I hold a Facebook CIFAR AI Chair. I'm also a member of Mila and the Institute for Data Valorization (IVADO). I specialize in developing practical deep reinforcement learning methods through the lens of representation learning and optimization techniques, applying these to real-world challenges in health, environmental sustainability, and drug design to enhance AI's practical impact. My research, which was the focus of my PhD thesis under the supervision of Doina Precup and later in my postdoctoral work with Emma Brunskill, pertains to overcoming the curse of horizon when planning and learning over long time spans. My recent work focuses on learning world models in continuous time, employing decision-aware methods, and exploring the synergy between sequence modeling and reinforcement learning to effectively address these challenges.
Research Interests
Papers共 52 篇Author StatisticsCo-AuthorSimilar Experts
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Applied energy (2024): 123433-123433
Maksym Korablyov,Cheng-Hao Liu,Moksh Jain,Almer M. van der Sloot, Eric Jolicoeur,Edward Ruediger,Andrei Cristian Nica,Emmanuel Bengio, Kostiantyn Lapchevskyi,Daniel St-Cyr,Doris Alexandra Schuetz,Victor Ion Butoi,Jarrid Rector-Brooks, Simon Blackburn,Leo Feng,Hadi Nekoei, SaiKrishna Gottipati,Priyesh Vijayan,Prateek Gupta,Ladislav Rampášek,Sasikanth Avancha,Pierre-Luc Bacon,William L. Hamilton,Brooks Paige,Sanchit Misra,Stanislaw Kamil Jastrzebski,Bharat Kaul,Doina Precup,José Miguel Hernández-Lobato,Marwin Segler,Michael Bronstein,Anne Marinier,Mike Tyers,Yoshua Bengio
CoRR (2024)
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Tianwei Ni,Benjamin Eysenbach, Erfan SeyedSalehi,Michel Ma,Clement Gehring,Aditya Mahajan,Pierre-Luc Bacon
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ICLR 2024 (2024)
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Author Statistics
#Papers: 52
#Citation: 2344
H-Index: 18
G-Index: 39
Sociability: 5
Diversity: 1
Activity: 28
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