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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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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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Numerical influence of ReLU'(0) on backpropagation

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

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

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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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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

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Optimal functional supervised classification with separation condition

• Authors : Gadat, Sébastien; Gerchinovitz, Sébastien; Marteau, Clément ...

Subjects: Supervised classification; Functional data; [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH]

• Source: ISSN: 1350-7265 ; Bernoulli ; https://hal.science/hal-01679648 ; Bernoulli, 2020, 26 (3), pp.1797-1831. ⟨10.3150/19-BEJ1170⟩ ; https://projecteuclid.org/euclid.bj/1587974524.

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Fano's inequality for random variables

• Authors : Gerchinovitz, Sebastien; Ménard, Pierre; Stoltz, Gilles ...

Subjects: Information theory; Lower bounds; Multiple-hypotheses testing

• Source: ISSN: 0883-4237 ; Statistical Science ; https://hal.science/hal-01470862 ; Statistical Science, 2020, 35 (2), pp.178-201.

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Optimal functional supervised classification with separation condition

• Authors : Gadat, Sébastien; Gerchinovitz, Sébastien; Marteau, Clément ...

Subjects: Supervised classification; Functional data; [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH]

• Source: ISSN: 1350-7265 ; Bernoulli ; https://hal.science/hal-01679648 ; Bernoulli, 2020, 26 (3), pp.1797-1831. ⟨10.3150/19-BEJ1170⟩ ; https://projecteuclid.org/euclid.bj/1587974524.

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