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How Many Domains Suffice for Domain Generalization? A Tight Characterization via the Domain Shattering Dimension

Cynthia Dwork, Lunjia Hu, Han Shao 0001. How Many Domains Suffice for Domain Generalization? A Tight Characterization via the Domain Shattering Dimension. In Danielle Belgrave, Cheng Zhang 0005, Laura N. Montoya, Hsuan-Tien Lin, Razvan Pascanu, Piotr Koniusz, Marzyeh Ghassemi, Nancy Chen, Iván Vladimir Meza Ruíz, Arturo Loaiza-Bonilla, editors, Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, NeurIPS 2025, San Diago, CA, USA, December 2-7, 2025 / Mexico City, Mexico, November 30 - December 5, 2025. 2025. [doi]

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Cynthia Dwork

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Lunjia Hu

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Han Shao 0001

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