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71 Results
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Workshop
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Sat 13:00 |
Tackling Distribution Shifts in Federated Learning with Superquantile Aggregation Krishna Pillutla · Yassine Laguel · Jérôme Malick · Zaid Harchaoui |
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Poster
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Tue 9:00 |
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP Thao Nguyen · Gabriel Ilharco · Mitchell Wortsman · Sewoong Oh · Ludwig Schmidt |
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Workshop
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Benchmarking Robustness under Distribution Shift of Multimodal Image-Text Models Jielin Qiu · Yi Zhu · Xingjian Shi · Zhiqiang Tang · DING ZHAO · Bo Li · Mu Li |
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Workshop
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"Why did the Model Fail?": Attributing Model Performance Changes to Distribution Shifts Haoran Zhang · Harvineet Singh · Marzyeh Ghassemi · Shalmali Joshi |
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Workshop
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An Empirical Study on Distribution Shift Robustness From the Perspective of Pre-Training and Data Augmentation Ziquan Liu · Yi Xu · Yuanhong Xu · Qi Qian · Hao Li · Rong Jin · Xiangyang Ji · Antoni Chan |
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Workshop
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A new benchmark for group distribution shifts in hand grasp regression for object manipulation. Can meta-learning raise the bar? Théo Morales · Gerard Lacey |
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Poster
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Tue 14:00 |
Models Out of Line: A Fourier Lens on Distribution Shift Robustness Sara Fridovich-Keil · Brian Bartoldson · James Diffenderfer · Bhavya Kailkhura · Timo Bremer |
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Poster
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Tue 9:00 |
Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts Neeraj Wagh · Jionghao Wei · Samarth Rawal · Brent M Berry · Yogatheesan Varatharajah |
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Workshop
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Sat 7:35 |
Machine-learning, distribution shifts and extrapolation in the Earth System Markus Reichstein |
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Poster
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Tue 9:00 |
Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures Emmanuel Abbe · Samy Bengio · Elisabetta Cornacchia · Jon Kleinberg · Aryo Lotfi · Maithra Raghu · Chiyuan Zhang |
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Poster
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Thu 14:00 |
Diagnosing failures of fairness transfer across distribution shift in real-world medical settings Jessica Schrouff · Natalie Harris · Sanmi Koyejo · Ibrahim Alabdulmohsin · Eva Schnider · Krista Opsahl-Ong · Alexander Brown · Subhrajit Roy · Diana Mincu · Christina Chen · Awa Dieng · Yuan Liu · Vivek Natarajan · Alan Karthikesalingam · Katherine Heller · Silvia Chiappa · Alexander D'Amour |