Self-Supervised Disentanglement by Leveraging Structure in Data Augmentations
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Year of Publication 15.11.2023
Year of Publication 15.11.2023
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Spuriosity Didn't Kill the Classifier: Using Invariant Predictions to Harness Spurious Features
Eastwood, Cian, Singh, Shashank, Nicolicioiu, Andrei Liviu, Vlastelica, Marin, von Kügelgen, Julius, Schölkopf, Bernhard
Year of Publication 19.07.2023
Year of Publication 19.07.2023
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Source-Free Adaptation to Measurement Shift via Bottom-Up Feature Restoration
Eastwood, Cian, Mason, Ian, Williams, Christopher K. I, Schölkopf, Bernhard
Year of Publication 12.07.2021
Year of Publication 12.07.2021
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DCI-ES: An Extended Disentanglement Framework with Connections to Identifiability
Eastwood, Cian, Nicolicioiu, Andrei Liviu, von Kügelgen, Julius, Kekić, Armin, Träuble, Frederik, Dittadi, Andrea, Schölkopf, Bernhard
Year of Publication 01.10.2022
Year of Publication 01.10.2022
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Probable Domain Generalization via Quantile Risk Minimization
Eastwood, Cian, Robey, Alexander, Singh, Shashank, von Kügelgen, Julius, Hassani, Hamed, Pappas, George J, Schölkopf, Bernhard
Year of Publication 20.07.2022
Year of Publication 20.07.2022
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