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Generalization Bounds

Papers

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TitleStatusHype
Identifying and Estimating Causal Effects under Weak Overlap by Generative Prognostic Model0
Stability and Generalization of Stochastic Gradient Methods for Minimax ProblemsCode0
Information Complexity and Generalization Bounds0
RATT: Leveraging Unlabeled Data to Guarantee GeneralizationCode0
Generalization Guarantees for Neural Architecture Search with Train-Validation Split0
Fine-grained Generalization Analysis of Vector-valued Learning0
Self-Bounding Majority Vote Learning Algorithms by the Direct Minimization of a Tight PAC-Bayesian C-BoundCode0
Group-Sparse Matrix Factorization for Transfer Learning of Word Embeddings0
Generalization bounds via distillation0
Generalization of GANs and overparameterized models under Lipschitz continuity0
Stability and Deviation Optimal Risk Bounds with Convergence Rate O(1/n)0
Mean-field methods and algorithmic perspectives for high-dimensional machine learning0
PAC-Bayes and Information Complexity0
Generalization Bounds for Sparse Random Feature ExpansionsCode0
Self-Regularity of Non-Negative Output Weights for Overparameterized Two-Layer Neural Networks0
Consistent Sparse Deep Learning: Theory and ComputationCode0
A Theory of Label Propagation for Subpopulation Shift0
Generalization bounds for graph convolutional neural networks via Rademacher complexityCode0
Approximation and Learning with Deep Convolutional Models: a Kernel PerspectiveCode0
A PAC-Bayes Analysis of Adversarial RobustnessCode0
On the Sample Complexity of Stability Constrained Imitation Learning0
A General Framework for the Practical Disintegration of PAC-Bayesian BoundsCode0
Lexicographically Fair Learning: Algorithms and Generalization0
Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform StabilityCode0
Dimension Free Generalization Bounds for Non Linear Metric Learning0
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