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16 Results
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Poster
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Wed 9:00 |
Invariant and Transportable Representations for Anti-Causal Domain Shifts Yibo Jiang · Victor Veitch |
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Workshop
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Identifying Spurious Correlations and Correcting them with an Explanation-based Learning Misgina Tsighe Hagos · Kathleen Curran · Brian Mac Namee |
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Poster
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Wed 14:00 |
Adversarial Unlearning: Reducing Confidence Along Adversarial Directions Amrith Setlur · Benjamin Eysenbach · Virginia Smith · Sergey Levine |
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Poster
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Tue 14:00 |
Causally motivated multi-shortcut identification and removal Jiayun Zheng · Maggie Makar |
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Poster
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Thu 9:00 |
Explicit Tradeoffs between Adversarial and Natural Distributional Robustness Mazda Moayeri · Kiarash Banihashem · Soheil Feizi |
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Poster
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Thu 14:00 |
When Does Group Invariant Learning Survive Spurious Correlations? Yimeng Chen · Ruibin Xiong · Zhi-Ming Ma · Yanyan Lan |
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Poster
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Tue 14:00 |
On Feature Learning in the Presence of Spurious Correlations Pavel Izmailov · Polina Kirichenko · Nate Gruver · Andrew Wilson |
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Affinity Workshop
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Evaluating and Improving Robustness of Self-Supervised Representations to Spurious Correlations Kimia Hamidieh · Haoran Zhang · Marzyeh Ghassemi |
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Poster
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Probing Classifiers are Unreliable for Concept Removal and Detection Abhinav Kumar · Chenhao Tan · Amit Sharma |
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Poster
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Thu 9:00 |
Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers Wanqian Yang · Polina Kirichenko · Micah Goldblum · Andrew Wilson |
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Poster
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Thu 9:00 |
Learning Debiased Classifier with Biased Committee Nayeong Kim · SEHYUN HWANG · Sungsoo Ahn · Jaesik Park · Suha Kwak |
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Poster
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Wed 14:00 |
Learning Concept Credible Models for Mitigating Shortcuts Jiaxuan Wang · Sarah Jabbour · Maggie Makar · Michael Sjoding · Jenna Wiens |