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Learning Robust Representations by Projecting Superficial Statistics Out.

, , , and . ICLR, OpenReview.net, (2019)

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Stochastic Activation Pruning for Robust Adversarial Defense., , , , , , and . ICLR (Poster), OpenReview.net, (2018)Meta-Learning Mini-Batch Risk Functionals., and . CoRR, (2023)The Impact of Algorithmic Risk Assessments on Human Predictions and its Analysis via Crowdsourcing Studies., , and . CoRR, (2021)Off-Policy Risk Assessment in Contextual Bandits., , , and . NeurIPS, page 23714-23726. (2021)A Unified View of Label Shift Estimation., , , and . NeurIPS, (2020)Practical Obstacles to Deploying Active Learning., , and . EMNLP/IJCNLP (1), page 21-30. Association for Computational Linguistics, (2019)Learning to Deceive with Attention-Based Explanations., , , , and . ACL, page 4782-4793. Association for Computational Linguistics, (2020)RATT: Leveraging Unlabeled Data to Guarantee Generalization., , , and . ICML, volume 139 of Proceedings of Machine Learning Research, page 3598-3609. PMLR, (2021)Algorithmic Fairness from a Non-ideal Perspective., and . AIES, page 57-63. ACM, (2020)Siamese Bert for Authorship Verification., , and . CLEF (Working Notes), volume 2936 of CEUR Workshop Proceedings, page 2169-2177. CEUR-WS.org, (2021)