regularization parameter

Optimal Rates of Kernel Ridge Regression under Source Condition in Large Dimensions JMLR 2025 Strong Screening Rules for Group-based SLOPE Models AISTATS 2025 The Prevalence of Neural Collapse in Neural Multivariate Regression NeurIPS 2024 The Solution Path of SLOPE AISTATS 2024 Optimal Activation Functions for the Random Features Regression Model ICLR 2023 Stepdown SLOPE for Controlled Feature Selection AAAI 2023 The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning ICML 2023 A Completely Tuning-Free and Robust Approach to Sparse Precision Matrix Estimation ICML 2022 Adaptive Importance Sampling meets Mirror Descent : a Bias-variance Tradeoff AISTATS 2022 On Low-rank Trace Regression under General Sampling Distribution JMLR 2022 The balancing principle for parameter choice in distance-regularized domain adaptation NeurIPS 2021 Thresholded Adaptive Validation: Tuning the Graphical Lasso for Graph Recovery AISTATS 2021 Ridge Regression: Structure, Cross-Validation, and Sketching ICLR 2020 Support recovery and sup-norm convergence rates for sparse pivotal estimation AISTATS 2020 Efficient Regularization Parameter Selection for Latent Variable Graphical Models via Bi-Level Optimization IJCAI 2019 Optimal PAC-Bayesian Posteriors for Stochastic Classifiers and their use for Choice of SVM Regularization Parameter ACML 2019 The Impact of Regularization on High-dimensional Logistic Regression NeurIPS 2019 Using Benson’s Algorithm for Regularization Parameter Tracking AAAI 2019 Approximate Leave-One-Out for Fast Parameter Tuning in High Dimensions ICML 2018 Distributionally Robust Groupwise Regularization Estimator ACML 2017 Optimal Rates for Multi-pass Stochastic Gradient Methods JMLR 2017 A Practical Scheme and Fast Algorithm to Tune the Lasso With Optimality Guarantees JMLR 2016 Optimal Learning for Multi-pass Stochastic Gradient Methods NeurIPS 2016 Sensitivity of Quantitative RT-MRI Metrics of Vocal Tract Dynamics to Image Reconstruction Settings Interspeech 2016 A New Generalized Error Path Algorithm for Model Selection ICML 2015