generalization error

Understanding the Generalization of Adam in Learning Neural Networks with Proper Regularization ICLR 2023 What Can Be Learnt With Wide Convolutional Neural Networks? ICML 2023 Active Labeling: Streaming Stochastic Gradients NeurIPS 2022 A Generalized Weighted Optimization Method for Computational Learning and Inversion ICLR 2022 An Empirical Analysis on the Vulnerabilities of End-to-End Speech Segregation Models Interspeech 2022 An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift AISTATS 2022 A PAC-Bayesian Generalization Bound for Equivariant Networks NeurIPS 2022 Assessing Generalization of SGD via Disagreement ICLR 2022 Asymptotically Unbiased Instance-wise Regularized Partial AUC Optimization: Theory and Algorithm NeurIPS 2022 Asymptotic optimality for active learning processes UAI 2022 Benign Overfitting without Linearity: Neural Network Classifiers Trained by Gradient Descent for Noisy Linear Data COLT 2022 Benign, Tempered, or Catastrophic: Toward a Refined Taxonomy of Overfitting NeurIPS 2022 Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm AISTATS 2022 Debugging and Explaining Metric Learning Approaches: An Influence Function Based Perspective NeurIPS 2022 Discriminative Similarity for Data Clustering ICLR 2022 Diversity and Generalization in Neural Network Ensembles AISTATS 2022 Efficient Sharpness-aware Minimization for Improved Training of Neural Networks ICLR 2022 Eigenspace Restructuring: A Principle of Space and Frequency in Neural Networks COLT 2022 Ensembling Neural Networks for Improved Prediction and Privacy in Early Diagnosis of Sepsis MLHC 2022 ExactBoost: Directly Boosting the Margin in Combinatorial and Non-decomposable Metrics AISTATS 2022 Failure and success of the spectral bias prediction for Laplace Kernel Ridge Regression: the case of low-dimensional data ICML 2022 Failure Modes of Domain Generalization Algorithms CVPR 2022 Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension ICML 2022 Identifying Wrongly Predicted Samples: A Method for Active Learning WACV 2022 Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning JMLR 2022