Welcome to my website! I am a PhD candidate at the Université de Montréal and Mila. My research focuses primarily on the problem of representations and, more precisely, on how to learn a structured and simple representation of natural data. I am also interested in the downstream applications of structured representation and identifying such structures.
You are welcome to contact me via my email.
Email: samuel.lavoie.m@gmail.comAcademic projects
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Simplicial Embeddings in Self-Supervised Learning and Downstream Classification
Pre-print | Paper | Slides -
Emergent structure in Representation Learning - Application & generalization
Pre-print | Paper | Slides -
Integrating Categorical Semantics into Unsupervised Domain Translation
ICLR 2021 | Paper | Code -
Representation learning in Unsupervised Domain Translation
Master Thesis | Paper -
Learning deep representation by mutual information estimation and maximization
ICLR 2019 | Paper | Code