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Transfer and Marginalize: Explaining Away Label Noise with Privileged Information



Mark Collier , Rodolphe Jenatton , Efi Kokiopoulou , Jesse Berent


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Correlated Input-Dependent Label Noise in Large-Scale Image Classification



Mark Collier , Basil Mustafa , Efi Kokiopoulou , Rodolphe Jenatton , Jesse Berent

* Accepted as Oral at CVPR 2021 

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Routing Networks with Co-training for Continual Learning



Mark Collier , Efi Kokiopoulou , Andrea Gesmundo , Jesse Berent

* Presented at ICML Workshop on Continual Learning 2020 

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Analysis of Softmax Approximation for Deep Classifiers under Input-Dependent Label Noise



Mark Collier , Basil Mustafa , Efi Kokiopoulou , Jesse Berent


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Ranking architectures using meta-learning



Alina Dubatovka , Efi Kokiopoulou , Luciano Sbaiz , Andrea Gesmundo , Gabor Bartok , Jesse Berent

* NeurIPS 2019 Meta-Learning workshop 

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Gumbel-Matrix Routing for Flexible Multi-task Learning



Krzysztof Maziarz , Efi Kokiopoulou , Andrea Gesmundo , Luciano Sbaiz , Gabor Bartok , Jesse Berent


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Fast Task-Aware Architecture Inference



Efi Kokiopoulou , Anja Hauth , Luciano Sbaiz , Andrea Gesmundo , Gabor Bartok , Jesse Berent


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