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Foundations of deep convolutional models through kernel methods

 Alberto Bietti
Signal and Image Processing. Université Grenoble Alpes, 2019. English. ⟨NNT : 2019GREAM051⟩
Thèse tel-02543073v1
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Deep Equals Shallow for ReLU Networks in Kernel Regimes

 Alberto Bietti , Francis Bach
ICLR 2021 - International Conference on Learning Representations, May 2021, Virtual, Austria. pp.1-22
Communication dans un congrès hal-02963250v2
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On the Inductive Bias of Neural Tangent Kernels

 Alberto Bietti , Julien Mairal
NeurIPS 2019 - Thirty-third Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada. pp.12873-12884
Communication dans un congrès hal-02144221v2
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Invariance and Stability of Deep Convolutional Representations

 Alberto Bietti , Julien Mairal
NIPS 2017 - 31st Conference on Advances in Neural Information Processing Systems, Dec 2017, Los Angeles, CA, United States. pp.1622-1632
Communication dans un congrès hal-01630265v1
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Stochastic Optimization with Variance Reduction for Infinite Datasets with Finite-Sum Structure

 Alberto Bietti , Julien Mairal
NIPS 2017 - Advances in Neural Information Processing Systems, Dec 2017, Long Beach, CA, United States. pp.1622-1632
Communication dans un congrès hal-01375816v6
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Group Invariance, Stability to Deformations, and Complexity of Deep Convolutional Representations

 Alberto Bietti , Julien Mairal
Journal of Machine Learning Research, 2019, 20 (1), pp.1-49
Article dans une revue hal-01536004v4
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A Contextual Bandit Bake-off

 Alberto Bietti , Alekh Agarwal , John Langford
Journal of Machine Learning Research, 2021, 22 (133), pp.1-49
Article dans une revue hal-01708310v4
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A Kernel Perspective for Regularizing Deep Neural Networks

 Alberto Bietti , Grégoire Mialon , Dexiong Chen , Julien Mairal
ICML 2019 - 36th International Conference on Machine Learning, Jun 2019, Long Beach, United States. pp.664-674
Communication dans un congrès hal-01884632v4
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Counterfactual Learning of Stochastic Policies with Continuous Actions: from Models to Offline Evaluation

 Houssam Zenati , Alberto Bietti , Matthieu Martin , Eustache Diemert , Julien Mairal
2021
Pré-publication, Document de travail hal-02883423v2
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Efficient Kernel UCB for Contextual Bandits

 Houssam Zenati , Alberto Bietti , Eustache Diemert , Julien Mairal , Matthieu Martin , et al.
International Conference on Artificial Intelligence and Statistics, Mar 2022, Valencia, Spain. pp.5689-5720
Communication dans un congrès hal-03575953v1
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