Generalization

A Meta-Analysis of Overfitting in Machine Learning NeurIPS 2019 A Necessary and Sufficient Stability Notion for Adaptive Generalization NeurIPS 2019 Automatically Composing Representation Transformations as a Means for Generalization ICLR 2019 CNNs found to jump around more skillfully than RNNs: Compositional Generalization in Seq2seq Convolutional Networks ACL 2019 Consistency of Interpolation with Laplace Kernels is a High-Dimensional Phenomenon COLT 2019 Distributionally Robust Optimization and Generalization in Kernel Methods NeurIPS 2019 Distribution-Dependent Analysis of Gibbs-ERM Principle COLT 2019 Generalization Error Analysis of Quantized Compressive Learning NeurIPS 2019 Generalization of Reinforcement Learners with Working and Episodic Memory NeurIPS 2019 Less but Better: Generalization Enhancement of Ordinal Embedding via Distributional Margin AAAI 2019 Margin-Based Generalization Lower Bounds for Boosted Classifiers NeurIPS 2019 Minimizers of the Empirical Risk and Risk Monotonicity NeurIPS 2019 Open Problem: How fast can a multiclass test set be overfit? COLT 2019 Open Problem: Monotonicity of Learning COLT 2019 Posing Fair Generalization Tasks for Natural Language Inference EMNLP 2019 Quantifying Generalization in Reinforcement Learning ICML 2019 Systematic Generalization: What Is Required and Can It Be Learned? ICLR 2019 Testing the Generalization Power of Neural Network Models across NLI Benchmarks ACL 2019 To Annotate or Not? Predicting Performance Drop under Domain Shift EMNLP 2019 Understanding Data Augmentation in Neural Machine Translation: Two Perspectives towards Generalization EMNLP 2019 Uniform concentration and symmetrization for weak interactions COLT 2019 Uniform convergence may be unable to explain generalization in deep learning NeurIPS 2019 Wasserstein Soft Label Propagation on Hypergraphs: Algorithm and Generalization Error Bounds AAAI 2019 Adversarially Robust Generalization Requires More Data NeurIPS 2018 Chaining Mutual Information and Tightening Generalization Bounds NeurIPS 2018