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2022
Y. Bendou, Y. Hu, R. Lafargue, G. Lioi, B. Pasdeloup, S. Pateux and V. Gripon, "Easy—Ensemble Augmented-Shot-Y-Shaped Learning: State-of-the-Art Few-Shot Classification with Simple Components," in MDPI Journal of Imaging, Volume 8, Number 7, July 2022.
Manuscript.
2021
2018
A. Mheich, M. Hassan, M. Khalil, V. Gripon, O. Dufor and F. Wendling, "SimiNet: a Novel Method for Quantifying Brain Network Similarity," in IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 40, Number 9, pp. 2238--2249, September 2018.
2016
2015
2014
H. Jarollahi, N. Onizawa, V. Gripon, N. Sakimura, T. Sugibayashi, T. Endoh, H. Ohno, T. Hanyu and W. J. Gross, "A Non-Volatile Associative Memory-Based Context-Driven Search Engine Using 90 nm CMOS MTJ-Hybrid Logic-in-Memory Architecture," in Journal on Emerging and Selected Topics in Circuits and Systems, Volume 4, pp. 460--474, 2014.
Manuscript.
2011
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2022
2021
2020
2019
2018
2017
2016
2015
2014
2013
2012
V. Gripon, V. Skachek, W. J. Gross and M. Rabbat, "Random clique codes," in Proceedings of 7" International Symposium on Turbo Codes and Iterative Information Processing, Gothenburg, Sweden, pp. 121--125, August 2012.
Manuscript.
Presentation.
2011
2010
C. Berrou and V. Gripon, "Coded Hopfield networks," in Proceedings of 6" International Symposium on Turbo Codes and Iterative Information Processing, Brest, France, pp. 1--5, September 2010.
Manuscript.
2009
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My HDR document can be downloaded directly here (version of Jan. 5th, 2021).
Bibtex@phdthesis{gri2011,
author={Vincent Gripon},
title={Efficient Representations of Graph and Neural
Network Signals},
school={ENS Lyon},
year={2021}
}
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My PhD thesis document can be downloaded directly here (version of Oct. 4th, 2011). This document is written in English, there is a résumé in French at the beginning.
The slides that were used during the defense of my PhD are available here. Bibtex@phdthesis{griphd1107,
author={Vincent Gripon},
title={Networks of neural cliques},
school={T\'el\'ecom Bretagne},
year={2011},
month={July}
}
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2022
- Invited talk, "Few-Shot Learning", Brest Meetup AI, Brest, April 2022.
2021
- Invited talk, "Using Graphs to Train and Improve Deep Neural Networks", "Cycle annuel autour de l'IA" Seminar of ETIS, April 2021.
- Invited talk, "La Fabrique du Cerveau, conférence-débat", Semaine du Cerveau, Brest, France, March 2021.
- Invited talk, "Clique Networks for Indexing and Learning", ICE Institut Polytechnique de Paris Seminar, Paris, France, March 2021.
- Invited talk, "L'intelligence Artificielle aujourd'hui et demain", Université du Temps Libre, Brest, France, January 2021.
2020
- Exposé, "Efficient Representations for Graphs and Neural Network Signals", HDR defense, IMT Atlantique, December 2020.
- Exposé, "Graphs for Deep Neural Networks Latent Representations", Edge Seminar, Nice, France, July 2020.
- Invited talk, "A Review of Compression Methods for Deep Convolutional Neural Networks", TinyML, Montréal, July 2020.
- Invited talk, "A Review of Compression Methods for Deep Convolutional Neural Networks", TinyML, Montréal, July 2020.
- Invited talk, "Deep Learning with Few Resources", Pracom Seminar, Brest, June 2020.
2019
- Invited talk, "A Review of Compression Methods for Deep Convolutional Neural Networks", International Workshop of Emerging Technologies for Brainware LSI and its Applications, Honolulu, Hawaii, USA, December 2019.
- Invited talk, "Using Graphs to Visualize, Train and Improve Deep Neural Networks", SNT seminar, Luxembourg, November 2019.
- Invited talk, "Efficient Implementations of Deep Learning Architectures", Seminar of University of Rochester, Rochester, USA, September 2019.
- Invited talk, "Artificial Intelligence: the goods and bads", Dialogues: les éclaireurs, Brest, France, August 2019.
- Exposé, "A Unified Deep Learning Formalism for Processing Graph Signals", Graph Signal Processing workshop, Minneapolis, June 2019.
- Exposé, "A Unified Deep Learning Formalism for Processing Graph Signals", GSP 2019, Minneapolis, Minnesota, June 2019.
- Invited talk, "Robust Deep Learning Inference with Limited Resources", CUG, Montréal, May 2019.
- Invited talk, "Robust Deep Learning Inference with Limited Resources", CUG, Montréal, May 2019.
2018
- Invited talk, "Matching Convolutional Neural Networks with Graph Signals", STATOS workshop, Roma, Italy, September 2018.
- Invited talk, "Convolutional Neural Networks for Signals on Graphs", Deep Learning Workshop, Technicolor, Rennes, September 2018.
- Exposé, ""Graph Signal Processing for Machine Learning"", FASIC workshop, Adelaide, Australia, July 2018.
- Invited talk, "Neural Networks and Artificial Intelligence", Beyond Gynecological Surgery, Clermont Ferrand, April 2018.
- Exposé, "Convolutional Neural Networks on Irregular Domains", Learning Theory reading group, MILA, Montréal, April 2018.
- Exposé, ""Dangers of AI"", Semaine du cerveau, March 2018.
- Exposé, "Informational Neuroscience and Artificial Intelligence", ENIB, January 2018.
2017
- Exposé, "Extending Convolutional Neural Networks to Irregular Domains", University of South California, November 2017.
- Invited talk, "L'IA et le HPC", Round table at Collège de France to celebrate the 10 years of GENCI, Collège de France, October 2017.
- Exposé, "Generalizing Convolutional Neural Networks to Irregular Domains", Visit at McGill, McGill University, Montréal, July 2017.
- Exposé, "Supervised Classification of Brain Imaging using Graph Signal Processing", GSP-17, Pittsburgh, PA, June 2017.
- Exposé, "Tropical Graph Signal Processing", GSP-17, Pittsburgh, PA, June 2017.
- Exposé, "S'inspirer du cerveau pour l'Intelligence Artificielle", Brain's week, Brest, March 2017.
- Invited talk, "An attempt at characterizing graph translations in the vertex domain", Barbados McGill gathering on Graph Signal Processing, Barbados, February 2017.
- Seminar, "Intelligence artificielle et neurosciences informationnelles", ENS-Lyon, January 2017.
2016
- Seminar, "Intelligence artificielle et neurosciences informationnelles", Kérichen high school, November 2016.
- Seminar, "Vers une théorie de l'information mentale", Century of the birth of Claude Shannon, Institut Henri Poincaré, Paris, October 2016.
- Invited talk, "Neurosciences informationnelles et intelligence artificielle", Journée Intelligence Artificielle : le renouveau, French Academy of Science, October 2016.
- Seminar, "Réseaux de neurones binaires et applications", Séminaire Institut Brestois du Numérique et des Mathématiques, Brest, September 2016.
- Invited talk, "Coding for machine learning and neural networks", International symposium on turbo codes and iterative information processing, Brest, September 2016.
- Invited talk, "Mémoire associative basse consommation avec jonctions tunnel magnétiques", Journée conférence débat "Atteindre une efficacité énérgétique extrême dans les systèmes de calcul avec la bio-inspiration", Orsay, April 2016.
- Invited talk, "Binary neural networks and applications", ENS Lyon ski seminar, les sept laux, January 2016.
2015
- Exposé, "Binary associative memories and applications", Brown University, December 2015.
- Exposé, "Binary associative memories and applications", McGill University, November 2015.
- Exposé, "Error correcting graphs for explaining long term memory", Nice, March 2015.
- Invited talk, "Is information encoding in the brain analogic or digital?", Panel Cognitive 2015, Nice, March 2015.
- Seminar, "Informational neurosciences: error correcting codes in the brain", Recent advances in computationnal neurosciences seminar, ENS Lyon, January 2015.
- Exposé, ""Computing with associative memories"", Ski-week of ENS Lyon, Les sept Laux, January 2015.
2014
- Exposé, "Exploiting high dimensionality for similarity search", NIPS 2014 workshop, Montréal, December 2014.
- Exposé, "Error correcting codes and long term memory", EPFL, November 2014.
- Invited talk, "Associative memories for computing", Hipeac HPC Workshop, Athens, Greece, October 2014.
- Exposé, "Neurosciences informationnelles", GRETSI summer school, Peyresq, June 2014.
- Associated with an invited talk, ""L'information mentale"", UPMC Colloquium, University Pierre et Marie Curie, March 2014.
- Seminar, "Reconstructing a graph from path traces", DECIDE team seminar, Télécom Bretagne, February 2014.
- Seminar, "Signal processing on graphs", Télécom Bretagne lunch seminar, February 2014.
- Invited talk, "Resilient and energy efficient memories based on neuro-inspired codes", 2nd RIEC Symposium on Brain Functions and Brain Computer, Sendai, Japan, February 2014.
2013
- Invited talk, "Un modèle numérique de la mémoire à long terme : l'information mentale", Cantine numérique, Quimper, November 2013.
- Associated with an invited talk, "Codes sur graphes et mémoire cérébrale", XXIV colloque Gretsi, Brest, September 2013 (slides).
- Invited talk, "L'information mentale", Sicma doctoral school day, Télécom Bretagne, September 2013.
- Seminar, "Calculating using associative memories", Thursday Seminar, Tartu University, Estonia, June 2013.
- Seminar, "Calculating using associative memories", 68nqrt Seminar, IRISA, Rennes, June 2013.
- Invited talk, "L'information mentale", Tuesdays at Espace des sciences, Rennes, May 2013.
- Seminar, "When neural networks meet error correcting codes: towards new architectures for associative memories", NeuroMathComp seminar, INRIA Sophia Antipolis, Nice, April 2013 (slides).
- Associated with an invited talk, "When neural networks meet error-correction coding: new perspectives in associative memories", International Workshop on Neuromorphic and Brain-Based Computing Systems, Grenoble, France, March 2013.
- Seminar, "Les mémoires associatives : point de rencontre naturel entre calcul et mémoires", ENS-Cachan, Dept. Computer Science and Telecommunications, Rennes, March 2013.
- Invited talk, "When neural networks meet error correcting codes: new perspectives for resilient associative memories", Neuro Inspired Accelerators for Computing workshop, HiPEAC conference, Berlin, Germany, January 2013 (slides).
2012
- Seminar, "Neural coding: from error correcting codes to associative memories", ICI seminar, ETIS, ENSEA, November 2012.
- Seminar, "When neural networks meet error correcting codes: towards resilient associative memories", CEA-LETI, Grenoble, November 2012.
- Seminar, "How to improve associative memories using neural coding?", Neucod seminar, Télécom Bretagne, Brest, September 2012 (slides).
- Associated with an invited talk, "Looking at the neocortex as a distributed decoder", 7" International Symposium on Turbo Codes, Gothenburg, Sweden, August 2012.
- Invited talk, "Neural coding: a perspective for new associative memories", Japan-France Frontiers of Engineering program, Kyoto, Japan, February 2012 (slides).
- Invited talk, "Nearly-optimal associative memories based on distributed constant weight codes", Information Theory and Applications workshop, San Diego, CA, February 2012 (poster).
2011
- Exposé, "Networks of Neural Cliques", Université de Montréal, November 2011 (slides).
- Associated with an invited talk, "Graphs, codes and the brain", 14th International Symposium on Wireless Personal Multimedia Communications, October 2011.
- Seminar, "Neural computation: min, sum and max", UBO mathematical department seminar, University of Western Brittany, May 2011.
- Exposé, Télécom Bretagne, March 2011.
- Exposé, "Networks of Neural Cliques", McGill University, February 2011 (slides).
2010
- Exposé, "Réseaux de neurones parcimonieux à grande diversité d'apprentissage", École Supérieure de Physique et Chimie Industrielles, December 2010 (slides).
- Seminar, "Networks of Neural Cliques: Some (not so) open issues", Télécom Bretagne, September 2010.
2009
- Seminar, Breizh seminar of mathematics PhD students, Western Brittany University, December 2009.
- Seminar, 4th year students seminar, École Normale Supérieure of Rennes, January 2009 (slides).
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