نتائج البحث

Adaptive approximation of monotone functions

• Authors : Gaillard, Pierre; Gerchinovitz, Sébastien; de Montbrun, Étienne

Subjects: Computer Science - Machine Learning; Mathematics - Numerical Analysis

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Certified Multi-Fidelity Zeroth-Order Optimization

• Authors : de Montbrun, Étienne; Gerchinovitz, Sébastien

Subjects: Computer Science - Machine Learning; Mathematics - Optimization and Control; Mathematics - Statistics Theory

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A general approximation lower bound in $L^p$ norm, with applications to feed-forward neural networks

• Authors : Achour, El Mehdi; Foucault, Armand; Gerchinovitz, Sébastien

Subjects: Computer Science - Machine Learning; Mathematics - Statistics Theory; Statistics - Machine Learning

• Source: Advances in Neural Information Processing Systems, Dec 2022, New-Orleans, United States

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On the Feasibility of EASA Learning Assurance Objectives for Machine Learning Components

• Authors : de Grancey, Florence; Gerchinovitz, Sébastien; Alecu, Lucian ...

Subjects: machine learning; safety; guidelinesToulouse; France

• Source: Proceedings of the 12th European Congress on Embedded Real Time Software and Systems ; ERTS 2024 ; https://hal.science/hal-04575318 ; ERTS 2024, Jun 2024, Toulouse, France

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The loss landscape of deep linear neural networks: a second-order analysis

• Authors : Achour, El Mehdi; Malgouyres, François; Gerchinovitz, Sébastien

Subjects: Mathematics - Statistics Theory; Computer Science - Machine Learning

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Diversity-Preserving K-Armed Bandits, Revisited

• Authors : Hadiji, Hédi; Gerchinovitz, Sébastien; Loubes, Jean-Michel ...

Subjects: [STAT.ML]Statistics [stat]/Machine Learning [stat.ML]

• Source: ISSN: 2835-8856 ; Transactions on Machine Learning Research Journal ; https://hal.science/hal-02957485 ; Transactions on Machine Learning Research Journal, 2024, July.

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Numerical influence of ReLU'(0) on backpropagation

• Authors : Bertoin, David; Bolte, Jérôme; Gerchinovitz, Sébastien

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence

• Source: Advances in Neural Information Processing Systems, Dec 2021, Paris, France

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White Paper Machine Learning in Certified Systems

• Authors : Delseny, Hervé; Gabreau, Christophe; Gauffriau, Adrien

Subjects: Computer Science - Artificial Intelligence; Computer Science - Machine Learning; I.2

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Instance-Dependent Bounds for Zeroth-order Lipschitz Optimization with Error Certificates

• Authors : Bachoc, François; Cesari, Tommaso R; Gerchinovitz, Sébastien

Subjects: Mathematics - Statistics Theory; Computer Science - Machine Learning

• Source: NeurIPS 2021, Dec 2021, Virtual conference, France. 24 p

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The sample complexity of level set approximation

• Authors : Bachoc, François; Cesari, Tommaso; Gerchinovitz, Sébastien

Subjects: Mathematics - Statistics Theory; Statistics - Machine Learning

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