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Isabelle Guyon

University Paris-Saclay and ChaLearn

NeurIPS 2020 Competition: Predicting Generalization in Deep Learning

Dec 14, 2020
Yiding Jiang, Pierre Foret, Scott Yak, Daniel M. Roy, Hossein Mobahi, Gintare Karolina Dziugaite, Samy Bengio, Suriya Gunasekar, Isabelle Guyon, Behnam Neyshabur

* 20 pages, 2 figures. Accepted for NeurIPS 2020 Competitions Track. Lead organizer: Yiding Jiang 

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AgEBO-Tabular: Joint Neural Architecture and Hyperparameter Search with Autotuned Data-Parallel Training for Tabular Data

Oct 30, 2020
Romain Egele, Prasanna Balaprakash, Venkatram Vishwanath, Isabelle Guyon, Zhengying Liu


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Learning to run a power network challenge for training topology controllers

Dec 05, 2019
Antoine Marot, Benjamin Donnot, Camilo Romero, Luca Veyrin-Forrer, Marvin Lerousseau, Balthazar Donon, Isabelle Guyon


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Synthetic Event Time Series Health Data Generation

Nov 27, 2019
Saloni Dash, Ritik Dutta, Isabelle Guyon, Adrien Pavao, Andrew Yale, Kristin P. Bennett

* Machine Learning for Health (ML4H) at NeurIPS 2019 - Extended Abstract 

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LEAP nets for power grid perturbations

Aug 22, 2019
Benjamin Donnot, Balthazar Donon, Isabelle Guyon, Zhengying Liu, Antoine Marot, Patrick Panciatici, Marc Schoenauer

* ESANN, Apr 2019, Bruges, Belgium 

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ChaLearn Looking at People: IsoGD and ConGD Large-scale RGB-D Gesture Recognition

Jul 29, 2019
Jun Wan, Chi Lin, Longyin Wen, Yunan Li, Qiguang Miao, Sergio Escalera, Gholamreza Anbarjafari, Isabelle Guyon, Guodong Guo, Stan Z. Li

* 14 pages, 8 figures, 6 tables 

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Towards AutoML in the presence of Drift: first results

Jul 24, 2019
Jorge G. Madrid, Hugo Jair Escalante, Eduardo F. Morales, Wei-Wei Tu, Yang Yu, Lisheng Sun-Hosoya, Isabelle Guyon, Michele Sebag

* AutoML 2018 @ ICML/IJCAI-ECAI 

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AutoML @ NeurIPS 2018 challenge: Design and Results

Mar 14, 2019
Hugo Jair Escalante, Wei-Wei Tu, Isabelle Guyon, Daniel L. Silver, Evelyne Viegas, Yuqiang Chen, Wenyuan Dai, Qiang Yang

* Preprint submitted to NeurIPS2018 Volume of Springer Series on Challenges in Machine Learning 

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Explaining First Impressions: Modeling, Recognizing, and Explaining Apparent Personality from Videos

Oct 15, 2018
Hugo Jair Escalante, Heysem Kaya, Albert Ali Salah, Sergio Escalera, Yagmur Gucluturk, Umut Guclu, Xavier Baro, Isabelle Guyon, Julio Jacques Junior, Meysam Madadi, Stephane Ayache, Evelyne Viegas, Furkan Gurpinar, Achmadnoer Sukma Wicaksana, Cynthia C. S. Liem, Marcel A. J. van Gerven, Rob van Lier

* Preprint submitted to IJCV 

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Optimization of computational budget for power system risk assessment

May 03, 2018
Benjamin Donnot, Isabelle Guyon, Antoine Marot, Marc Schoenauer, Patrick Panciatici

* 2018 IEEE PES Innovative Smart Grid Technologies Conference Europe, Oct 2018, Sarajevo, Bosnia and Herzegovina. 2018 

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Anticipating contingengies in power grids using fast neural net screening

May 03, 2018
Benjamin Donnot, Isabelle Guyon, Marc Schoenauer, Antoine Marot, Patrick Panciatici

* IEEE WCCI 2018, Jul 2018, Rio de Janeiro, Brazil. 2018 

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First Impressions: A Survey on Computer Vision-Based Apparent Personality Trait Analysis

Apr 21, 2018
Julio C. S. Jacques Junior, Yağmur Güçlütürk, Marc Pérez, Umut Güçlü, Carlos Andujar, Xavier Baró, Hugo Jair Escalante, Isabelle Guyon, Marcel A. J. van Gerven, Rob van Lier, Sergio Escalera

* submitted to IEEE Transactions on Affective Computing 

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SAM: Structural Agnostic Model, Causal Discovery and Penalized Adversarial Learning

Mar 13, 2018
Diviyan Kalainathan, Olivier Goudet, Isabelle Guyon, David Lopez-Paz, Michèle Sebag


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Causal Generative Neural Networks

Feb 05, 2018
Olivier Goudet, Diviyan Kalainathan, Philippe Caillou, Isabelle Guyon, David Lopez-Paz, Michèle Sebag


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Fast Power system security analysis with Guided Dropout

Jan 30, 2018
Benjamin Donnot, Isabelle Guyon, Marc Schoenauer, Antoine Marot, Patrick Panciatici

* European Symposium on Artificial Neural Networks, Apr 2018, Bruges, Belgium 

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Learning Functional Causal Models with Generative Neural Networks

Oct 04, 2017
Olivier Goudet, Diviyan Kalainathan, Philippe Caillou, David Lopez-Paz, Isabelle Guyon, Michèle Sebag, Aris Tritas, Paola Tubaro


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Introducing machine learning for power system operation support

Sep 27, 2017
Benjamin Donnot, Isabelle Guyon, Marc Schoenauer, Patrick Panciatici, Antoine Marot

* IREP Symposium, Aug 2017, Espinho, Portugal. 2017, \&\#x3008;http://irep2017.inesctec.pt/\&\#x3009 

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ChaLearn Looking at People: A Review of Events and Resources

Feb 15, 2017
Sergio Escalera, Xavier Baró, Hugo Jair Escalante, Isabelle Guyon

* Paper to appear in proceedings of IJCNN 2017 - IEEE - Associated website: http://chalearnlap.cvc.uab.es 

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Principal motion components for gesture recognition using a single-example

Jan 31, 2014
Hugo Jair Escalante, Isabelle Guyon, Vassilis Athitsos, Pat Jangyodsuk, Jun Wan


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