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Generalization Beyond Feature Alignment: Concept Activation-Guided Contrastive Learning

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Learning invariant representations via contrastive learning has seen state-of-the-art performance in domain generalization (DG). Despite such success, in this paper, we find that its core learning strategy - feature alignment - could heavily hinder model gener... ...