Information Theory beyond Communications: Distributed Representations and Deep Learning

Información del proyecto

STRUDEL

Identificador del acuerdo de subvención: 797805

DOI

10.3030/797805

Proyecto cerrado

Fecha de la firma de la CE 5 Abril 2018

Fecha de inicio 1 Septiembre 2018

Fecha de finalización 31 Agosto 2020

Financiado con arreglo a

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Coste total

€ 171 349,20

Aportación de la UE

€ 171 349,20

Coordinado por

CENTRALESUPELEC
France

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Publicaciones

Conference proceedings (13)

Detecting Covariate Shift with Black Box Predictors

Autores: Florence Alberge, Clement Feutry, Pierre Duhamel, Pablo Piantanida
Publicado en: 2019 26th International Conference on Telecommunications (ICT), 2019, Página(s) 324-329, ISBN 978-1-7281-0273-3
Editor: IEEE
DOI: 10.1109/ict.2019.8798827

Deep Directed Information-Based Learning for Privacy-Preserving Smart Meter Data Release

Autores: Mohammadhadi Shateri, Francisco Messina, Pablo Piantanida, Fabrice Labeau
Publicado en: 2019 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), 2019, Página(s) 1-7, ISBN 978-1-5386-8099-5
Editor: IEEE
DOI: 10.1109/smartgridcomm.2019.8909813

Privacy-Preserving Synthetic Smart Meters Data

Autores: Ganesh Del Grosso, Georg Pichler, Pablo Piantanida
Publicado en: 2021 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), 2021, Página(s) 1-5, ISBN 978-1-7281-8897-3
Editor: IEEE
DOI: 10.1109/isgt49243.2021.9372157

Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?

Autores: Malik Boudiaf, Hoel Kervadec, Ziko Imtiaz Masud, Pablo Piantanida, Ismail Ben Ayed, Jose Dolz
Publicado en: IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2021, Página(s) 13979-13988, ISBN 978-1-6654-4509-2
Editor: IEEE
DOI: 10.1109/cvpr46437.2021.01376

A Differential Entropy Estimator for Training Neural Networks

Autores: Georg Pichler, Pierre Jean A. Colombo, Malik Boudiaf, Günther Koliander, Pablo Piantanida
Publicado en: International Conference on Machine Learning, Edición 162, 2022, Página(s) 17691-17715
Editor: PMLR

DOCTOR: A Simple Method for Detecting Misclassification Errors

Autores: Federica Granese, Marco Romanelli, Daniele Gorla, Catuscia Palamidessi, Pablo Piantanida
Publicado en: Advances in Neural Information Processing Systems, Edición 34, 2021, Página(s) 5669-5681, ISSN 1049-5258
Editor: Curran Associates, Inc.
DOI: 10.48550/arxiv.2106.02395

A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations

Autores: Pierre Colombo, Pablo Piantanida, Chloé Clavel
Publicado en: Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), 2021, Página(s) 6539–6550
Editor: Association for Computational Linguistics
DOI: 10.18653/v1/2021.acl-long.511

Transductive Information Maximization For Few-Shot Learning

Autores: Malik Boudiaf, Ziko Imtiaz Masud, Jérôme Rony, Jose Dolz, Pablo Piantanida,Ismail Ben Ayed
Publicado en: Conference on Neural Information Processing Systems, Edición 33, 2020, ISBN 9781713829546
Editor: Curran Associates, Inc.

Privacy-Cost Management in Smart Meters Using Deep Reinforcement Learning

Autores: Mohammadhadi Shateri, Francisco Messina, Pablo Piantanida, Fabrice Labeau
Publicado en: 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe), 2020, Página(s) 929-933, ISBN 978-1-7281-7100-5
Editor: IEEE
DOI: 10.1109/isgt-europe47291.2020.9248831

Estimating g-leakage via machine learning

Autores: K. Chatzikokolakis, C. Palamidessi, P. Piantanida, and M. Romanelli
Publicado en: ACM Conference on Computer and Communications Security (CCS), 2020
Editor: ACM
DOI: 10.1145/3372297.3423363

On the Impact of Side Information on Smart Meter Privacy-Preserving Methods

Autores: Mohammadhadi Shateri, Francisco Messina, Pablo Piantanida, Fabrice Labeau
Publicado en: 2020 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), 2020, Página(s) 1-6, ISBN 978-1-7281-6127-3
Editor: IEEE
DOI: 10.1109/smartgridcomm47815.2020.9302948

Learning Semi-Supervised Anonymized Representations by Mutual Information

Autores: C. Feutry, P. Piantanida, P. Duhamel
Publicado en: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Página(s) 3467-3471, ISBN 978-1-5090-6631-5
Editor: IEEE
DOI: 10.1109/icassp40776.2020.9053379

On Direct Distribution Matching for Adapting Segmentation Networks SAVE

Autores: Pichler, Georg; Dolz, Jose; Ayed, Ismail Ben; Piantanida, Pablo
Publicado en: MIDL 2020 - Medical Imaging with Deep Learning Publications Manually add publicatio, Edición 3, 2020
Editor: PMLR
DOI: 10.48550/arXiv.1904.02657

Other (2)

Learning anonymized representations with adversarial neural networks

Autores: C. Feutry, P. Piantanida, Y. Bengio, and P. Duhamel
Publicado en: Technical report, 2018
Editor: Online technical report

On the Estimation of Information Measures of Continuous Distributions

Autores: Georg Pichler, Pablo Piantanida, Günther Koliander
Publicado en: Technical report, 2020
Editor: Technical Report

Peer reviewed articles (10)

On Universal D-Semifaithful Coding for Memoryless Sources With Infinite Alphabets

Autores: Jorge F. Silva, Pablo Piantanida
Publicado en: IEEE Transactions on Information Theory, Edición Volume: 68, Edición: 4, 2022, Página(s) 1557-9654, ISSN 0018-9448
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tit.2021.3134891

Finite-Length Bounds on Hypothesis Testing Subject to Vanishing Type I Error Restrictions

Autores: Sebastian Espinosa, Jorge F. Silva, Pablo Piantanida
Publicado en: IEEE Signal Processing Letters, Edición 28, 2021, Página(s) 229-233, ISSN 1070-9908
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2021.3050381

Collaborative Information Bottleneck

Autores: Matias Vera, Leonardo Rey Vega, Pablo Piantanida
Publicado en: IEEE Transactions on Information Theory, Edición 65/2, 2019, Página(s) 787-815, ISSN 0018-9448
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tit.2018.2883295

The Role of Mutual Information in Variational Classifiers

Autores: Matias Vera, Leonardo Rey Vega, Pablo Piantanida
Publicado en: Under revision for publication in Machine Learning, 2023, ISSN 1532-4435
Editor: MIT Press
DOI: 10.1007/s10994-023-06337-6

Distributed information-theoretic clustering

Autores: Georg Pichler, Pablo Piantanida, Gerald Matz
Publicado en: Information and Inference: A Journal of the IMA, 2021, ISSN 2049-8772
Editor: Oxford University Press
DOI: 10.1093/imaiai/iaab007

Fundamental Limits of Decentralized Data Shuffling

Autores: Kai Wan, Daniela Tuninetti, Mingyue Ji, Giuseppe Caire, Pablo Piantanida
Publicado en: IEEE Transactions on Information Theory, Edición 66/6, 2020, Página(s) 3616-3637, ISSN 0018-9448
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tit.2020.2966197

On the Exponential Approximation of Type II Error Probability of Distributed Test of Independence

Autores: Espinosa, Sebastian; Silva, Jorge F.; Piantanida, Pablo
Publicado en: IEEE Transactions on Signal and Information Processing over Networks, 2021, Página(s) 777 - 790, ISSN 2373-776X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsipn.2021.3133192

Adversarial Robustness Via Fisher-Rao Regularization

Autores: Marine Picot, Francisco Messina, Malik Boudiaf, Fabrice Labeau, Ismail Ben Ayed, Pablo Piantanida
Publicado en: IEEE Transactions on Pattern Analysis and Machine Intelligence, Edición vol. 45, no. 3, 2023, Página(s) 2698-2710, ISSN 0162-8828
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpami.2022.3174724

Privacy-Cost Management in Smart Meters with Mutual Information-Based Reinforcement Learning

Autores: M. Shateri, F. Messina, P. Piantanida, and F. Labeau
Publicado en: IEEE Internet of Things Journal, 2021, Página(s) 1 - 1, ISSN 2327-4662
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jiot.2021.3128488

Real-Time Privacy-Preserving Data Release for Smart Meters

Autores: Mohammadhadi Shateri, Francisco Messina, Pablo Piantanida, Fabrice Labeau
Publicado en: IEEE Transactions on Smart Grid, 2020, Página(s) 1-1, ISSN 1949-3053
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsg.2020.3005634

Book chapters (2)

Information Bottleneck and Representation Learning

Autores: Pablo Piantanida, Leonardo Rey Vega
Publicado en: Information-Theoretic Methods in Data Science, 2021, Página(s) 330-358, ISBN 9781108616799
Editor: Cambridge University Press
DOI: 10.1017/9781108616799.012

A Unifying Mutual Information View of Metric Learning: Cross-Entropy vs. Pairwise Losses

Autores: Malik Boudiaf, Jérôme Rony, Imtiaz Masud Ziko, Eric Granger, Marco Pedersoli, Pablo Piantanida, Ismail Ben Ayed
Publicado en: Computer Vision – ECCV 2020 - 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part VI, Edición 12351, 2020, Página(s) 548-564, ISBN 978-3-030-58538-9
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-58539-6_33