 More PAC-Bayes bounds: From bounded losses, to losses with general tail
behaviors, to anytime validityJournal of machine learning research (JMLR), 2023 |
 A One-Sample Decentralized Proximal Algorithm for Non-Convex Stochastic
Composite OptimizationConference on Uncertainty in Artificial Intelligence (UAI), 2023 |
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 Generalisation under gradient descent via deterministic PAC-BayesInternational Conference on Algorithmic Learning Theory (ALT), 2022 |
 Online PAC-Bayes LearningNeural Information Processing Systems (NeurIPS), 2022 |
 Dimensionality Reduction and Wasserstein Stability for Kernel RegressionJournal of machine learning research (JMLR), 2022 |
 On PAC-Bayesian reconstruction guarantees for VAEsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 |
 Risk bounds for aggregated shallow neural networks using Gaussian priorAnnual Conference Computational Learning Theory (COLT), 2021 |
 Conditionally Gaussian PAC-BayesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
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 NTS-NOTEARS: Learning Nonparametric DBNs With Prior KnowledgeInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
 On Margins and Derandomisation in PAC-BayesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
 Convergence guarantee for the sparse monotone single index modelElectronic Journal of Statistics (EJS), 2021 |
 Learning Sparse Nonparametric DAGsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2019 |
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 On the properties of variational approximations of Gibbs posteriorsJournal of machine learning research (JMLR), 2015 |
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 PAC-Bayesian AUC classification and scoringNeural Information Processing Systems (NeurIPS), 2014 |
 On Oracle Property and Asymptotic Validity of Bayesian Generalized
Method of MomentsJournal of Multivariate Analysis (JMA), 2014 |
 COBRA: A Combined Regression StrategyJournal of Multivariate Analysis (J. Multivar. Anal.), 2013 |
 PAC-Bayesian Estimation and Prediction in Sparse Additive ModelsElectronic Journal of Statistics (EJS), 2012 |
