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The promises and pitfalls of Stochastic Gradient Langevin Dynamics

Nicolas Brosse , Alain Durmus , Éric Moulines
NeurIPS 2018 (Advances in Neural Information Processing Systems 2018), Dec 2018, Montreal, France
Conference papers hal-01934291v1
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The Monte Carlo Transformer: a stochastic self-attention model for sequence prediction

Alice Martin , Charles Ollion , Florian Strub , Sylvain Le Corff , Olivier Pietquin
Preprints, Working Papers, ... hal-02896961v2
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On Kernel Derivative Approximation with Random Fourier Features

Zoltán Szabó , Bharath K Sriperumbudur
International Conference on Artificial Intelligence and Statistics, Apr 2019, Naha, Japan
Conference papers hal-01897996v3
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Small variance asymptotics and bayesian nonparametrics for dictionary learning

Clément Elvira , Hong-Phuong Dang , Pierre Chainais
EUSIPCO 2018 - 26th European Signal Processing Conference, Sep 2018, Rome, Italy. pp.1607-1611, ⟨10.23919/EUSIPCO.2018.8553142⟩
Conference papers hal-01961852v1
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A New Class of Stochastic EM Algorithms. Escaping Local Maxima and Handling Intractable Sampling

Stéphanie Allassonnière , Juliette Chevallier
Computational Statistics and Data Analysis, 2021, 159, pp.107159. ⟨10.1016/j.csda.2020.107159⟩
Journal articles hal-02044722v4
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Towards Automated Computer Vision: Analysis of the AutoCV Challenges 2019

Zhengying Liu , Zhen Xu , Sergio Escalera , Isabelle Guyon , Julio C S Jacques Junior , et al.
Pattern Recognition Letters, 2020, 135, pp.196-203
Journal articles hal-02386805v1
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Exploiting structure of uncertainty for efficient matroid semi-bandits

Pierre Perrault , Vianney Perchet , Michal Valko
International Conference on Machine Learning, 2019, Long Beach, United States
Conference papers hal-02387478v1
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Spatio-Temporal Alignments: Optimal transport through space and time

Hicham Janati , Marco Cuturi , Alexandre Gramfort
Preprints, Working Papers, ... hal-02309340v2
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Surrogate-Assisted Bounding-Box Approach Applied to Constrained Multi-Objective Optimisation Under Uncertainty

Mickael Rivier , Pietro Marco Congedo
[Research Report] RR-9214, Inria Saclay Ile de France. 2018, pp.1-37
Reports hal-01897399v2
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On food, bias and seasons: A recipe for sustainability

Michel Deudon
Preprints, Working Papers, ... hal-02532348v1
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Conclusion: Perspectives on Urban Theories

Denise Pumain , Juste Raimbault
Pumain D. Theories and Models of Urbanization. Lecture Notes in Morphogenesis., Springer, pp.303-330, 2020, 978-3-030-36656-8. ⟨10.1007/978-3-030-36656-8_16⟩
Book sections halshs-02430512v1
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Decision making strategy for antenatal echographic screening of foetal abnormalities using statistical learning

Rémi Besson
Applications [stat.AP]. Université Paris Saclay (COmUE), 2019. English. ⟨NNT : 2019SACLX037⟩
Theses tel-02379295v1
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Stable topological signatures for points on 3D shapes

Mathieu Carriere , Steve Oudot , Maks Ovsjanikov
Symposium on Geometry Processing, Jul 2015, Graz, Austria
Conference papers hal-01203716v2
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Approachability of convex sets in generalized quitting games

János Flesch , Rida Laraki , Vianney Perchet
Conference On Learning Theory, Jun 2016, New York, United States
Conference papers hal-01373174v1
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Per instance algorithm configuration of CMA-ES with limited budget

Nacim Belkhir , Johann Dreo , Pierre Savéant , Marc Schoenauer
GECCO 2017 - Proceedings of the Genetic and Evolutionary Computation Conference , Jul 2017, Berlin, Germany. pp. 681-688
Conference papers hal-01613753v1

Efficient optimization under uncertainty within the SABBa framework

Mickael Rivier , Pietro Marco Congedo
ECCM-ECFD 2018 - 6th European Conference on Computational Mechanics - 7th European Conference on Computational Fluid Dynamics, Jun 2018, Glasgow, United Kingdom
Conference papers hal-01841360v1

A multi-scalar model for system of cities

Juste Raimbault
Conference on Complex Systems 2019, Sep 2019, Singapore, Singapore
Conference papers halshs-02351722v1
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Comparing distributions: $l1$ geometry improves kernel two-sample testing

Meyer Scetbon , Gaël Varoquaux
NeurIPS 2019 - 33th Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada
Conference papers hal-02292545v2
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Sequential Bayesian Computation

Hai Dang Dau
Statistics [math.ST]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAG006⟩
Theses tel-03848268v1
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QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning

Maxime Vono , Vincent Plassier , Alain Durmus , Aymeric Dieuleveut , Eric Moulines
International Conference on Artificial Intelligence and Statistics, 2022, Online, France
Conference papers hal-03589952v1
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Accelerating hypersonic reentry simulations using deep learning-based hybridization (with guarantees)

Paul Novello , Gaël Poëtte , David Lugato , Simon Peluchon , Pietro Marco Congedo
Preprints, Working Papers, ... hal-03789842v1
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Leveraging Local Variation in Data: Sampling and Weighting Schemes for Supervised Deep Learning

Paul Novello , Gaël Poëtte , David Lugato , Pietro Marco Congedo
Journal of Machine Learning for Modeling and Computing, 2022, 3 (1), ⟨10.1615/JMachLearnModelComput.2022041819⟩
Journal articles hal-02885827v4
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Book Reviews, Summer 2013

Christian Robert
Reports hal-00780471v1

In praise of the referee

Nicolas Chopin , Andrew Gelman , Kerrie L. Mengersen , Christian Robert
ISBA Bulletin, 2013, 20 (1), pp.13-19
Journal articles hal-00704798v1
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Etude de Dégénérescence de Graph appliqué à l'Apprentissage Automatique Avancé et Résultats Théoriques relatifs

Stratis Limnios
Artificial Intelligence [cs.AI]. Institut Polytechnique de Paris, 2020. English. ⟨NNT : 2020IPPAX038⟩
Theses tel-03046826v1
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Contributions to robust estimation : minimax optimality vs. computational tractability

Amir-Hossein Bateni
Statistics [math.ST]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAG004⟩
Theses tel-03828199v1
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Diffusion approximations and control variates for MCMC

Nicolas Brosse , Alain Durmus , Sean Meyn , Éric Moulines
Preprints, Working Papers, ... hal-01934316v1
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Parallelized Stochastic Gradient Markov Chain Monte Carlo Algorithms for Non-Negative Matrix Factorization

Umut Şimşekli , Alain Durmus , Roland Badeau , Gael Richard , Éric Moulines , et al.
42nd International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE, Mar 2017, New Orleans, United States
Conference papers hal-01416357v1

An empirical analysis of the spatial variability of fuel prices in the United States

Antonin Bergeaud , Juste Raimbault
Transportation Research Part A: Policy and Practice, 2020, 132, pp.131-143. ⟨10.1016/j.tra.2019.10.016⟩
Journal articles hal-02370106v1
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Unsupervised Segmentation of Spectral Images with a Spatialized Gaussian Mixture Model and Model Selection

Serge X. Cohen , E. Le Pennec
Oil & Gas Science and Technology - Revue d'IFP Energies nouvelles, 2014, 69 (2), pp.245-259. ⟨10.2516/ogst/2014013⟩
Journal articles hal-01933379v1