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Throwing Away Data Improves Worst-Class Error in Imbalanced Classification



Martin Arjovsky , Kamalika Chaudhuri , David Lopez-Paz


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Rich Feature Construction for the Optimization-Generalization Dilemma



Jianyu Zhang , David Lopez-Paz , Léon Bottou

* 15 pages 

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Simple data balancing achieves competitive worst-group-accuracy



Badr Youbi Idrissi , Martin Arjovsky , Mohammad Pezeshki , David Lopez-Paz


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What classifiers know what they don't?



Mohamed Ishmael Belghazi , David Lopez-Paz

* 27 pages 

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Linear unit-tests for invariance discovery



Benjamin Aubin , Agnieszka Słowik , Martin Arjovsky , Leon Bottou , David Lopez-Paz

* 5 pages, Causal Discovery & Causality-Inspired Machine Learning Workshop at Neural Information Processing Systems 

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In Search of Lost Domain Generalization



Ishaan Gulrajani , David Lopez-Paz


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Using Hindsight to Anchor Past Knowledge in Continual Learning



Arslan Chaudhry , Albert Gordo , Puneet K. Dokania , Philip Torr , David Lopez-Paz


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Invariant Risk Minimization



Martin Arjovsky , Léon Bottou , Ishaan Gulrajani , David Lopez-Paz


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Interpolation Consistency Training for Semi-Supervised Learning



Vikas Verma , Alex Lamb , Juho Kannala , Yoshua Bengio , David Lopez-Paz

* Semi-supervised Learning, Deep Learning, Neural Networks 

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Learning about an exponential amount of conditional distributions



Mohamed Ishmael Belghazi , Maxime Oquab , Yann LeCun , David Lopez-Paz

* 8 pages, 7 figures 

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