2 citations · 2 across the 2 of their papers we have counts for
2 papers
cs.LG2024
Implicit Regularization Paths of Weighted Neural Representations
Jin-Hong Du, Pratik Patil
We study the implicit regularization effects induced by (observation) weighting of pretrained features. For weight and feature matrices of bounded operator norms that are infinites…
math.ST2024★ 2 cited
Optimal Ridge Regularization for Out-of-Distribution Prediction
Pratik Patil, Jin-Hong Du, Ryan J. Tibshirani
We study the behavior of optimal ridge regularization and optimal ridge risk for out-of-distribution prediction, where the test distribution deviates arbitrarily from the train dis…