A Shift in Perspective on Causality in Domain Generalization
Fuente:
arXiv
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| Auteurs principaux: | , , , , , , , , , |
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| Format: | Preprint |
| Publié: |
2025
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| _version_ | 1866915449268076544 |
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| author | Machlanski, Damian Riley, Stephanie Moroshko, Edward Butler, Kurt Dimitrakopoulos, Panagiotis Melistas, Thomas Chanchal, Akchunya McDonagh, Steven Silva, Ricardo Tsaftaris, Sotirios A. |
| author_facet | Machlanski, Damian Riley, Stephanie Moroshko, Edward Butler, Kurt Dimitrakopoulos, Panagiotis Melistas, Thomas Chanchal, Akchunya McDonagh, Steven Silva, Ricardo Tsaftaris, Sotirios A. |
| contents | The promise that causal modelling can lead to robust AI generalization has been challenged in recent work on domain generalization (DG) benchmarks. We revisit the claims of the causality and DG literature, reconciling apparent contradictions and advocating for a more nuanced theory of the role of causality in generalization. We also provide an interactive demo at https://chai-uk.github.io/ukairs25-causal-predictors/. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2508_12798 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | A Shift in Perspective on Causality in Domain Generalization Machlanski, Damian Riley, Stephanie Moroshko, Edward Butler, Kurt Dimitrakopoulos, Panagiotis Melistas, Thomas Chanchal, Akchunya McDonagh, Steven Silva, Ricardo Tsaftaris, Sotirios A. Machine Learning Artificial Intelligence Computer Vision and Pattern Recognition The promise that causal modelling can lead to robust AI generalization has been challenged in recent work on domain generalization (DG) benchmarks. We revisit the claims of the causality and DG literature, reconciling apparent contradictions and advocating for a more nuanced theory of the role of causality in generalization. We also provide an interactive demo at https://chai-uk.github.io/ukairs25-causal-predictors/. |
| title | A Shift in Perspective on Causality in Domain Generalization |
| topic | Machine Learning Artificial Intelligence Computer Vision and Pattern Recognition |
| url | https://arxiv.org/abs/2508.12798 |