Picture for Pratik Patil

Pratik Patil

Precise Model Benchmarking with Only a Few Observations

Add code
Oct 07, 2024
Viaarxiv icon

Revisiting Optimism and Model Complexity in the Wake of Overparameterized Machine Learning

Add code
Oct 02, 2024
Viaarxiv icon

Implicit Regularization Paths of Weighted Neural Representations

Add code
Aug 28, 2024
Viaarxiv icon

A Framework for Efficient Model Evaluation through Stratification, Sampling, and Estimation

Add code
Jun 11, 2024
Viaarxiv icon

Optimal Ridge Regularization for Out-of-Distribution Prediction

Add code
Apr 01, 2024
Viaarxiv icon

Failures and Successes of Cross-Validation for Early-Stopped Gradient Descent

Add code
Feb 26, 2024
Viaarxiv icon

Asymptotically free sketched ridge ensembles: Risks, cross-validation, and tuning

Add code
Oct 06, 2023
Viaarxiv icon

Corrected generalized cross-validation for finite ensembles of penalized estimators

Add code
Oct 02, 2023
Viaarxiv icon

Confidence Intervals for Error Rates in Matching Tasks: Critical Review and Recommendations

Add code
Jun 01, 2023
Viaarxiv icon

Generalized equivalences between subsampling and ridge regularization

Add code
May 29, 2023
Viaarxiv icon