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48 Results
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Workshop
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Confidence-Based Model Selection: When to Take Shortcuts in Spurious Settings Annie Chen · Yoonho Lee · Amrith Setlur · Sergey Levine · Chelsea Finn |
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Workshop
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Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts Kaican Li · Yifan Zhang · Lanqing Hong · Zhenguo Li · Nevin L. Zhang |
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Workshop
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Understanding Insect Range Shifts with Out-of-distribution Detection Yuyan Chen · David Rolnick |
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Poster
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Thu 15:00 |
Benchmarking Distribution Shift in Tabular Data with TableShift Josh Gardner · Zoran Popovic · Ludwig Schmidt |
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Workshop
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Fri 11:55 |
OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection Jingyang Zhang · Jingkang Yang · Pengyun Wang · Haoqi Wang · Yueqian Lin · Haoran Zhang · Yiyou Sun · Xuefeng Du · Kaiyang Zhou · Wayne Zhang · Yixuan Li · Ziwei Liu · Yiran Chen · Hai Li |
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Tutorial
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Mon 11:45 |
Modeling and Exploiting Data Heterogeneity under Distribution Shifts Jiashuo Liu · Tianhui Cai · Peng Cui · Hongseok Namkoong |
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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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Ask Your Shift if Pre-Training is Right for You Benjamin Cohen-Wang · Joshua Vendrow · Aleksander Madry |
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Poster
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Tue 15:15 |
(Almost) Provable Error Bounds Under Distribution Shift via Disagreement Discrepancy Elan Rosenfeld · Saurabh Garg |
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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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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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Poster
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Thu 15:00 |
On the Need for a Language Describing Distribution Shifts: Illustrations on Tabular Datasets Jiashuo Liu · Tianyu Wang · Peng Cui · Hongseok Namkoong |