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  • title: Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization
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            Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization
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            Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization

            Nov 28, 2022

            Speakers

            CC

            Chaoqi Chen

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            LT

            Luyao Tang

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            FL

            Feng Liu

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            About

            Domain generalization (DG) enables generalizing a learning machine from multiple seen source domains to an unseen target one. The general objective of DG methods is to learn semantic representations that are independent of domain labels, which is theoretically sound but empirically challenged due to the complex mixture of common and domain-specific factors. Although disentangling the representations into two disjoint parts has been gaining momentum in DG, the strong presumption over the data lim…

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            NeurIPS 2022

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