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ridgeless regression

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Co-occurring keywords · papers mentioning both

kernel ridgeless regression (2) benign overfitting (2) kernel ridge regression (2) double descent (2) overfitting behavior (1) data splitting (1) prediction risk (1) least squares estimator (1) performance gap (1) kernel methods (1)

Papers

Discrepancies are Virtue: Weak-to-Strong Generalization through Lens of Intrinsic Dimension ICML 2025 High-dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling Laws ICLR 2025 Prediction Risk and Estimation Risk of the Ridgeless Least Squares Estimator under General Assumptions on Regression Errors ICLR 2025 Overfitting Behaviour of Gaussian Kernel Ridgeless Regression: Varying Bandwidth or Dimensionality NeurIPS 2024 Data-splitting improves statistical performance in overparameterized regimes AISTATS 2022 Ridgeless Regression with Random Features IJCAI 2022 On the Universality of the Double Descent Peak in Ridgeless Regression ICLR 2021