Somak Laha
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126
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2026
The Zero Pattern of a Design Matrix Drives Multiple Descent in Over-parameterized Regression
This paper derives deterministic equivalents for the prediction risk of over-parameterized linear regression with degenerate covariance matrices and dependent covariates, and identifies the configurations at which the variance becomes singular using maximum matchings and the Dulmage--Mendelsohn decomposition.
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