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Poster
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Thu 15:00
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Benchmarking Distribution Shift in Tabular Data with TableShift
Josh Gardner · Zoran Popovic · Ludwig Schmidt
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Tutorial
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Mon 11:45
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Modeling and Exploiting Data Heterogeneity under Distribution Shifts
Jiashuo Liu · Tianhui Cai · Peng Cui · Hongseok Namkoong
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Poster
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Tue 15:15
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(Almost) Provable Error Bounds Under Distribution Shift via Disagreement Discrepancy
Elan Rosenfeld · Saurabh Garg
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Workshop
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Ask Your Shift if Pre-Training is Right for You
Benjamin Cohen-Wang · Joshua Vendrow · Aleksander Madry
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Workshop
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Denoising Low-Rank Data Under Distribution Shift: Double Descent and Data Augmentation
Chinmaya Kausik · Kashvi Srivastava · Rishi Sonthalia
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Workshop
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Towards Generalizable SER: Soft Labeling and Data Augmentation for Modeling Temporal Emotion Shifts in Large-Scale Multilingual Speech
Mohamed Osman · Tamer Nadeem · Ghada khoriba
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Workshop
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Beyond Top-Class Agreement: Using Divergences to Forecast Performance under Distribution Shift
Mona Schirmer · Dan Zhang · Eric Nalisnick
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Workshop
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Sat 14:20
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Towards Generalizable SER: Soft Labeling and Data Augmentation for Modeling Temporal Emotion Shifts in Large-Scale Multilingual Speech
Mohamed Osman · Tamer Nadeem · Ghada khoriba
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Workshop
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An Empirical Evaluation of Federated Contextual Bandit Algorithms
Alekh Agarwal · H. Brendan McMahan · Zheng Xu
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Poster
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Thu 15:00
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On the Need for a Language Describing Distribution Shifts: Illustrations on Tabular Datasets
Jiashuo Liu · Tianyu Wang · Peng Cui · Hongseok Namkoong
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Poster
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Wed 8:45
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Window-Based Distribution Shift Detection for Deep Neural Networks
Guy Bar-Shalom · Yonatan Geifman · Ran El-Yaniv
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Workshop
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Rectifying Group Irregularities in Explanations for Distribution Shift
Adam Stein · Yinjun Wu · Eric Wong · Mayur Naik
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