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.
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)