Generalization

Formalizing Generalization and Adversarial Robustness of Neural Networks to Weight Perturbations NeurIPS 2021 Functions with average smoothness: structure, algorithms, and learning COLT 2021 Generalization bounds via distillation ICLR 2021 Generalization Guarantee of SGD for Pairwise Learning NeurIPS 2021 Generalization in NLI: Ways (Not) To Go Beyond Simple Heuristics EMNLP 2021 HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability ACL 2021 Improving Model Generalization: A Chinese Named Entity Recognition Case Study ACL 2021 Information-theoretic generalization bounds for black-box learning algorithms NeurIPS 2021 Information-Theoretic Generalization Bounds for Stochastic Gradient Descent COLT 2021 Interpolation can hurt robust generalization even when there is no noise NeurIPS 2021 IRM—when it works and when it doesn't: A test case of natural language inference NeurIPS 2021 Learning Better Structured Representations Using Low-rank Adaptive Label Smoothing ICLR 2021 Learning curves of generic features maps for realistic datasets with a teacher-student model NeurIPS 2021 Meta-Learning to Compositionally Generalize ACL 2021 Model, sample, and epoch-wise descents: exact solution of gradient flow in the random feature model NeurIPS 2021 Neuro-algorithmic Policies Enable Fast Combinatorial Generalization ICML 2021 Norm-Based Generalisation Bounds for Deep Multi-Class Convolutional Neural Networks AAAI 2021 On the Algorithmic Stability of Adversarial Training NeurIPS 2021 On the Minimal Error of Empirical Risk Minimization COLT 2021 Overparameterisation and worst-case generalisation: friend or foe? ICLR 2021 Overparameterization Improves Robustness to Covariate Shift in High Dimensions NeurIPS 2021 PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes COLT 2021 Predicting Deep Neural Network Generalization with Perturbation Response Curves NeurIPS 2021 Preventing Overfitting via Sample Reweighting for Recommender System Incremental Update (Student Abstract) AAAI 2021 Relative Flatness and Generalization NeurIPS 2021