Statistical Learning

Asymptotic Normality, Concentration, and Coverage of Generalized Posteriors JMLR 2021 Asymptotics of Ridge(less) Regression under General Source Condition AISTATS 2021 Asymptotics of Ridge Regression in Convolutional Models ICML 2021 Asymptotics of the Bootstrap via Stability with Applications to Inference with Model Selection NeurIPS 2021 Asynchronous Online Testing of Multiple Hypotheses JMLR 2021 A Theoretical Analysis of Fine-tuning with Linear Teachers NeurIPS 2021 A Theory of Heuristic Learnability COLT 2021 A theory of high dimensional regression with arbitrary correlations between input features and target functions: sample complexity, multiple descent curves and a hierarchy of phase transitions ICML 2021 A unified framework for bandit multiple testing NeurIPS 2021 A Unified Sample Selection Framework for Output Noise Filtering: An Error-Bound Perspective JMLR 2021 Automatic Open-World Reliability Assessment WACV 2021 Average-Reward Off-Policy Policy Evaluation with Function Approximation ICML 2021 Bandit algorithms: Letting go of logarithmic regret for statistical robustness AISTATS 2021 Bayes DistNet - A Robust Neural Network for Algorithm Runtime Distribution Predictions AAAI 2021 Benign Overfitting in Multiclass Classification: All Roads Lead to Interpolation NeurIPS 2021 Benign Overfitting of Constant-Stepsize SGD for Linear Regression COLT 2021 Better than Average: Paired Evaluation of NLP systems ACL 2021 Beyond Tikhonov: faster learning with self-concordant losses, via iterative regularization NeurIPS 2021 BigGreen at SemEval-2021 Task 1: Lexical Complexity Prediction with Assembly Models SemEval 2021 Boosting Ensemble Accuracy by Revisiting Ensemble Diversity Metrics CVPR 2021 Bootstrapping Fitted Q-Evaluation for Off-Policy Inference ICML 2021 Bootstrapping the Error of Oja's Algorithm NeurIPS 2021 Calibrating Predictions to Decisions: A Novel Approach to Multi-Class Calibration NeurIPS 2021 Calibration of Neural Networks using Splines ICLR 2021 Calibration tests beyond classification ICLR 2021