SAMARTH SINHA
samarth [dot] sinha [at] mail [dot] utoronto [dot] ca
I am a final year undergraduate student in Computer Engineering at the University of Toronto and Vector Institute where I work with Animesh Garg on the intersection of machine learning and reinforcement learning.
Previously, I was a visiting student at MILA working closely with Anirudh Goyal, Hugo Larochelle and Yoshua Bengio; I was also a visitor at UC Berkeley, working with Trevor Darrell and Zeynep Akata. I have also been very fortunate to work at some amazing startups: Aurora, DeepMap, Concured, Nanoleaf.
I spent my high school summers working with Alex Lvovsky working on Quantum Optics and with Guenther Ruhe working on Software Engineering at the University of Calgary.
RESEARCH INTERESTS
My research interests span across Deep Learning and (Deep) Reinforcement Learning. I am interested in training models and agents that can learn generalizable representations from minimal supervision.
I have had the privilege to work with some amazing collaborators, and I am always interested in chatting about new problems. If you find anything interesting on the website, please get in touch!
PUBLICATIONS / PRE-PRINTS
D2RL: DEEP DENSE ARCHITECTURES FOR REINFORCEMENT LEARNING
Samarth Sinha*, Homanga Bharadhwaj*, Aravind Srinivas, Animesh Garg
UNIFORM PRIOR FOR DATA-EFFICIENT TRANSFER
Samarth Sinha*, Karsten Roth*, Anirudh Goyal, Marzyeh Ghassemi, Hugo Larochelle Animesh Garg (2020)
Karsten Roth*, Timo Milbich*, Homanga Bharadhwaj, Samarth Sinha, Joseph Paul Cohen, Bjorn Ommer, Yoshua Bengio (2020)
Samarth Sinha, Animesh Garg, Hugo Larochelle (2020)
NeurIPS 2020 (Spotlight)
Samarth Sinha*, Zhengli Zhao*, Anirudh Goyal, Colin Raffel, Augustus Odena (2020)
NeurIPS 2020 (Poster)
EXPERIENCE REPLAY WITH LIKELIHOOD-FREE IMPORTANCE WEIGHTS
Samarth Sinha*, Jiaming Song*, Animesh Garg, Stefano Ermon (2020)
Karsten Roth*, Timo Milbich*, Samarth Sinha, Prateek Gupta, Bjoern Ommer, Joseph Paul Cohen (2020)
ICML 2020 (Poster)
Samarth Sinha*, Homanga Bharadhwaj*, Anirudh Goyal, Hugo Larochelle, Animesh Garg, Florian Shkurti (2020)
Samarth Sinha, Han Zhang, Anirudh Goyal, Yoshua Bengio, Hugo Larochelle, Augustus Odena (2019)
ICML 2020 (Poster)
Samarth Sinha*, Sayna Ebrahimi*, Trevor Darrell (2019)
ICCV 2019 (Oral)
Edgar Schönfeld, Sayna Ebrahimi, Samarth Sinha, Trevor Darrell, Zeynep Akata (2018)
CVPR 2019 (Poster)