pac-bayesian bound

How Learning Dynamics Drive Adversarially Robust Generalization? UAI 2026 PAC-Bayesian Analysis of the Surrogate Relation between Joint Embedding and Supervised Downstream Losses ALT 2026 Relative Information Gain and Gaussian Process Regression ALT 2026 Variational Tail Bounds for Norms of Random Vectors and Matrices COLT 2026 Learning-to-Optimize with PAC-Bayesian Guarantees: Theoretical Considerations and Practical Implementation JMLR 2025 A Unified Confidence Sequence for Generalized Linear Models, with Applications to Bandits NeurIPS 2024 Generalization of Hamiltonian algorithms NeurIPS 2024 Information-Theoretic Generalization Bounds for Transductive Learning and its Applications JMLR 2024 InterpGNN: Understand and Improve Generalization Ability of Transdutive GNNs through the Lens of Interplay between Train and Test Nodes ICLR 2024 Unified PAC-Bayesian Study of Pessimism for Offline Policy Learning with Regularized Importance Sampling UAI 2024 A Unified Recipe for Deriving (Time-Uniform) PAC-Bayes Bounds JMLR 2023 Improving Robust Generalization by Direct PAC-Bayesian Bound Minimization CVPR 2023 On Certified Generalization in Structured Prediction NeurIPS 2023 PAC-Bayesian Learning of Optimization Algorithms AISTATS 2023 PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization NeurIPS 2023 Shedding a PAC-Bayesian Light on Adaptive Sliced-Wasserstein Distances ICML 2023 Tighter PAC-Bayes Generalisation Bounds by Leveraging Example Difficulty AISTATS 2023 Toward Better PAC-Bayes Bounds for Uniformly Stable Algorithms NeurIPS 2023 Uncertainty Estimation by Fisher Information-based Evidential Deep Learning ICML 2023 A New Family of Generalization Bounds Using Samplewise Evaluated CMI NeurIPS 2022 A PAC-Bayesian Generalization Bound for Equivariant Networks NeurIPS 2022 Conditionally Gaussian PAC-Bayes AISTATS 2022 Fast-Rate PAC-Bayesian Generalization Bounds for Meta-Learning ICML 2022 On the Importance of Gradient Norm in PAC-Bayesian Bounds NeurIPS 2022 PAC-Bayesian domain adaptation bounds for multiclass learners UAI 2022