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Papers
Prediction Risk and Estimation Risk of the Ridgeless Least Squares Estimator under General Assumptions on Regression Errors
ICLR 2025
On Solution Functions of Optimization: Universal Approximation and Covering Number Bounds
AAAI 2023
On the Minimal Error of Empirical Risk Minimization
COLT 2021
Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates
ACL 2021
A random matrix analysis of random Fourier features: beyond the Gaussian kernel, a precise phase transition, and the corresponding double descent
NeurIPS 2020
Cause-Effect Inference by Comparing Regression Errors
AISTATS 2018
Unsupervised Supervised Learning I: Estimating Classification and Regression Errors without Labels
JMLR 2010