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pac-bayesian bound

40 papers

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Also known as

PAC-B PAC-BAYESIAN PAC-BAYES

Co-occurring keywords

generalization bound (652) learning theory (519) pac-bayes bound (53) pac-bayesian theory (34) risk bound (71) neural network (6616) concentration inequality (81) generalization error (285) kullback-leibler divergence (181) statistical learning (351)

Papers

Relative Information Gain and Gaussian Process Regression ALT 2026
PAC-Bayesian Analysis of the Surrogate Relation between Joint Embedding and Supervised Downstream Losses ALT 2026
Learning-to-Optimize with PAC-Bayesian Guarantees: Theoretical Considerations and Practical Implementation JMLR 2025
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications JMLR 2024
Generalization of Hamiltonian algorithms NIPS 2024
A Unified Confidence Sequence for Generalized Linear Models, with Applications to Bandits NIPS 2024
PAC-Bayesian Learning of Optimization Algorithms AISTATS 2023
A Unified Recipe for Deriving (Time-Uniform) PAC-Bayes Bounds JMLR 2023
Shedding a PAC-Bayesian Light on Adaptive Sliced-Wasserstein Distances ICML 2023
Uncertainty Estimation by Fisher Information-based Evidential Deep Learning ICML 2023
Tighter PAC-Bayes Generalisation Bounds by Leveraging Example Difficulty AISTATS 2023
Toward Better PAC-Bayes Bounds for Uniformly Stable Algorithms NIPS 2023
Improving Robust Generalization by Direct PAC-Bayesian Bound Minimization CVPR 2023
PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization NIPS 2023
A New Family of Generalization Bounds Using Samplewise Evaluated CMI NIPS 2022
Conditionally Gaussian PAC-Bayes AISTATS 2022
PAC-Bayesian domain adaptation bounds for multiclass learners UAI 2022
Risk bounds for aggregated shallow neural networks using Gaussian priors COLT 2022
Fast-Rate PAC-Bayesian Generalization Bounds for Meta-Learning ICML 2022
A PAC-Bayesian Generalization Bound for Equivariant Networks NIPS 2022
On the Importance of Gradient Norm in PAC-Bayesian Bounds NIPS 2022
An Exact Characterization of the Generalization Error for the Gibbs Algorithm NIPS 2021
Second Order PAC-Bayesian Bounds for the Weighted Majority Vote NIPS 2020
Improved PAC-Bayesian Bounds for Linear Regression AAAI 2020
PAC-Bayesian Bound for the Conditional Value at Risk NIPS 2020