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Arxiv
1d
34
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Are Domain Generalization Benchmarks with Accuracy on the Line Misspecified?
- Spurious correlations can hinder robust decision-making and generalization out-of-distribution (OOD).
- Naive in-distribution empirical risk minimizers often achieve the best OOD accuracy.
- Many popular benchmarks evaluating robustness to spurious correlations are misspecified.
- The need to reassess how robustness to spurious correlations is evaluated is highlighted.
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