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Fenchel-Young Duality Gaps: Certified Early Stopping for Regularized Inverse Problems
We study computable error bounds and certified early stopping for regularized inverse problems, where a data-fidelity term is traded against a regularizer. The analysis relies on an exact duality-gap identity that splits the total gap of $F(Φμ)+λR(μ)$ into a data-fidelity Fenchel--Young loss and a r
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