Rethinking information-theoretic generalization: Loss entropy induced pac bounds

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Generalization Bounds via Conditional -Information

Z Wang, Y Mao - arxiv preprint arxiv:2410.22887, 2024 - arxiv.org
In this work, we introduce novel information-theoretic generalization bounds using the
conditional $ f $-information framework, an extension of the traditional conditional mutual …
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Towards the Generalization of Multi-view Learning: An Information-theoretical Analysis

W Wen, T Gong, Y Dong, S Yu, W Zhang - arxiv preprint arxiv:2501.16768, 2025 - arxiv.org
Multiview learning has drawn widespread attention for its efficacy in leveraging cross-view
consensus and complementarity information to achieve a comprehensive representation of …
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