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25 Results
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Workshop
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Ad-Rec: Advanced Feature Interactions to Address Covariate-Shifts in Recommendation Networks Muhammad Adnan · Yassaman Ebrahimzadeh Maboud · Divya Mahajan · Prashant Nair |
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Workshop
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Outlier-Robust Group Inference via Gradient Space Clustering Yuchen Zeng · Kristjan Greenewald · Luann Jung · Kangwook Lee · Justin Solomon · Mikhail Yurochkin |
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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 8:45 |
Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy Aahlad Manas Puli · Lily Zhang · Yoav Wald · Rajesh Ranganath |
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Poster
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Thu 8:45 |
Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts Gleb Bazhenov · Denis Kuznedelev · Andrey Malinin · Artem Babenko · Liudmila Prokhorenkova |
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Workshop
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Probing the Equivariance of Image Embeddings Cyrus Rashtchian · Charles Herrmann · Chun-Sung Ferng · Ayan Chakrabarti · Dilip Krishnan · Deqing Sun · Da-Cheng Juan · Andrew Tomkins |
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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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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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Affinity Workshop
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Unraveling the Effects of Age-Based Distribution Shifts on Medical Image Classifiers Kumail Alhamoud · Yasir Ghunaim · Motasem Alfarra · Philip Torr · Tom Hartvigsen · Bernard Ghanem · Adel Bibi · Marzyeh Ghassemi |
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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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Enhancing Robustness of Foundation Model Representations under Provenance-related Distribution Shifts Xiruo Ding · Zhecheng Sheng · Brian Hur · Feng Chen · Serguei Pakhomov · Trevor Cohen |
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Poster
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Wed 8:45 |
Effective Robustness against Natural Distribution Shifts for Models with Different Training Data Zhouxing Shi · Nicholas Carlini · Ananth Balashankar · Ludwig Schmidt · Cho-Jui Hsieh · Alex Beutel · Yao Qin |