Paul Viallard
6 papers · 2021–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π§
Keyword Pioneer
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Conference Polyglot
(4)
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Cross-Pollinator
(8)
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Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(13)
Conferences
NIPS (3)
AISTATS (1)
ALT (1)
JMLR (1)
Top co-authors
Keywords
generalization bound
(5)
majority vote
(2)
langevin dynamics
(1)
stochastic gradient descent
(1)
adversarial robustness
(1)
statistical learning theory
(1)
pac-bayes theory
(1)
gibbs distribution
(1)
hypothesis class
(1)
adversarial attack
(1)
stochastic model
(1)
dirichlet distribution
(1)
pac-bayes bound
(1)
complexity measure
(1)
heavy-tailed loss
(1)
high probability bound
(1)
pac-bayesian theory
(1)
random set
(1)
stochastic ensemble
(1)
imperceptible perturbation
(1)
Papers
A PAC-Bayesian Link Between Generalisation and Flat Minima
ALT 2025
Leveraging PAC-Bayes Theory and Gibbs Distributions for Generalization Bounds with Complexity Measures
AISTATS 2024
Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets
JMLR 2024
Learning via Wasserstein-Based High Probability Generalisation Bounds
NIPS 2023
Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization Bound
NIPS 2021
A PAC-Bayes Analysis of Adversarial Robustness
NIPS 2021