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Representation Learning
ServiceNow Research
Representation Learning
RaVAEn: Unsupervised Change Detection of Extreme Events Using ML On-Board Satellites
Applications such as disaster management enormously benefit from rapid availability of satellite observations. Traditionally, data …
Vít Růžička
,
Anna Vaughan
,
Daniele De Martini
,
James Fulton
,
Valentina Salvatelli
,
Chris Bridges
,
Gonzalo Mateo-Garcia
,
Valentina Zantedeschi
Nature Scientific Reports, 2022.
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Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICA
This work introduces a novel principle we call disentanglement via mechanism sparsity regularization, which can be applied when the …
Sébastien Lachapelle
,
Pau Rodriguez
,
Yash Sharma
,
Katie Everett
,
Rémi Le Priol
,
Alexandre Lacoste
,
Simon Lacoste-Julien
Causal Learning and Reasoning (CLeaR), 2022.
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Unsupervised Learning of Dense Visual Representations
Contrastive self-supervised learning has emerged as a promising approach to unsupervised visual representation learning. In general, …
Pedro O. Pinheiro
,
Amjad Almahairi
,
Ryan Benmalek
,
Florian Golemo
,
Aaron Courville
Conference on Neural Information Processing Systems (NeurIPS), 2020.
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