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Mark Collier

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Pretrained Visual Uncertainties

Feb 27, 2024
Michael Kirchhof, Mark Collier, Seong Joon Oh, Enkelejda Kasneci

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Representing Online Handwriting for Recognition in Large Vision-Language Models

Feb 23, 2024
Anastasiia Fadeeva, Philippe Schlattner, Andrii Maksai, Mark Collier, Efi Kokiopoulou, Jesse Berent, Claudiu Musat

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Pi-DUAL: Using Privileged Information to Distinguish Clean from Noisy Labels

Oct 10, 2023
Ke Wang, Guillermo Ortiz-Jimenez, Rodolphe Jenatton, Mark Collier, Efi Kokiopoulou, Pascal Frossard

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Three Towers: Flexible Contrastive Learning with Pretrained Image Models

May 29, 2023
Jannik Kossen, Mark Collier, Basil Mustafa, Xiao Wang, Xiaohua Zhai, Lucas Beyer, Andreas Steiner, Jesse Berent, Rodolphe Jenatton, Efi Kokiopoulou

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When does Privileged Information Explain Away Label Noise?

Mar 03, 2023
Guillermo Ortiz-Jimenez, Mark Collier, Anant Nawalgaria, Alexander D'Amour, Jesse Berent, Rodolphe Jenatton, Effrosyni Kokiopoulou

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Massively Scaling Heteroscedastic Classifiers

Jan 30, 2023
Mark Collier, Rodolphe Jenatton, Basil Mustafa, Neil Houlsby, Jesse Berent, Effrosyni Kokiopoulou

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Plex: Towards Reliability using Pretrained Large Model Extensions

Jul 15, 2022
Dustin Tran, Jeremiah Liu, Michael W. Dusenberry, Du Phan, Mark Collier, Jie Ren, Kehang Han, Zi Wang, Zelda Mariet, Huiyi Hu, Neil Band, Tim G. J. Rudner, Karan Singhal, Zachary Nado, Joost van Amersfoort, Andreas Kirsch, Rodolphe Jenatton, Nithum Thain, Honglin Yuan, Kelly Buchanan, Kevin Murphy, D. Sculley, Yarin Gal, Zoubin Ghahramani, Jasper Snoek, Balaji Lakshminarayanan

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Transfer and Marginalize: Explaining Away Label Noise with Privileged Information

Feb 18, 2022
Mark Collier, Rodolphe Jenatton, Efi Kokiopoulou, Jesse Berent

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Deep Classifiers with Label Noise Modeling and Distance Awareness

Oct 06, 2021
Vincent Fortuin, Mark Collier, Florian Wenzel, James Allingham, Jeremiah Liu, Dustin Tran, Balaji Lakshminarayanan, Jesse Berent, Rodolphe Jenatton, Effrosyni Kokiopoulou

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