Guyon, Isabelle

33 publications

DMLR 2025 Challenge Design Roadmap Hugo Jair Escalante, Isabelle Guyon, Addison Howard, Walter Reade, Sebastien Treguer

NeurIPS 2025 FAIR Universe HiggsML Uncertainty Dataset and Competition Wahid Bhimji, Ragansu Chakkappai, Po-Wen Chang, Yuan-Tang Chou, Sascha Diefenbacher, Jordan Dudley, Ibrahim Elsharkawy, Steven Farrell, Aishik Ghosh, Cristina Giordano, Isabelle Guyon, Chris Harris, Yota Hashizume, Shih-Chieh Hsu, Elham E Khoda, Claudius Krause, Ang Li, Benjamin Nachman, David Rousseau, Robert Schöfbeck, Maryam Shooshtari, Dennis Schwarz, Ihsan Ullah, Daohan Wang, Yulei Zhang

DMLR 2024 DMLR: Data-Centric Machine Learning Research - Past, Present and Future Luis Oala, Manil Maskey, Lilith Bat-Leah, Alicia Parrish, Nezihe Merve Gürel, Tzu-Sheng Kuo, Yang Liu, Rotem Dror, Danilo Brajovic, Xiaozhe Yao, Max Bartolo, William A Gaviria Rojas, Ryan Hileman, Rainier Aliment, Michael W. Mahoney, Meg Risdal, Matthew Lease, Wojciech Samek, Debojyoti Dutta, Curtis G Northcutt, Cody Coleman, Braden Hancock, Bernard Koch, Girmaw Abebe Tadesse, Bojan Karlaš, Ahmed Alaa, Adji Bousso Dieng, Natasha Noy, Vijay Janapa Reddi, James Zou, Praveen Paritosh, Mihaela van der Schaar, Kurt Bollacker, Lora Aroyo, Ce Zhang, Joaquin Vanschoren, Isabelle Guyon, Peter Mattson

CVPRW 2024 Unified Physical-Digital Attack Detection Challenge Haocheng Yuan, Ajian Liu, Junze Zheng, Jun Wan, Jiankang Deng, Sergio Escalera, Hugo Jair Escalante, Isabelle Guyon, Zhen Lei

MLOSS 2023 CodaLab Competitions: An Open Source Platform to Organize Scientific Challenges Adrien Pavao, Isabelle Guyon, Anne-Catherine Letournel, Dinh-Tuan Tran, Xavier Baro, Hugo Jair Escalante, Sergio Escalera, Tyler Thomas, Zhen Xu

NeurIPS 2022 Meta-Album: Multi-Domain Meta-Dataset for Few-Shot Image Classification Ihsan Ullah, Dustin Carrión-Ojeda, Sergio Escalera, Isabelle Guyon, Mike Huisman, Felix Mohr, Jan N. van Rijn, Haozhe Sun, Joaquin Vanschoren, Phan Anh Vu

JMLR 2022 Structural Agnostic Modeling: Adversarial Learning of Causal Graphs Diviyan Kalainathan, Olivier Goudet, Isabelle Guyon, David Lopez-Paz, Michèle Sebag

ECML-PKDD 2021 AutoML Meets Time Series Regression Design and Analysis of the AutoSeries Challenge Zhen Xu, Wei-Wei Tu, Isabelle Guyon

NeurIPS 2020 Deep Statistical Solvers Balthazar Donon, Zhengying Liu, Wenzhuo Liu, Isabelle Guyon, Antoine Marot, Marc Schoenauer

CVPRW 2019 Multi-Modal Face Anti-Spoofing Attack Detection Challenge at CVPR2019 Ajian Liu, Jun Wan, Sergio Escalera, Hugo Jair Escalante, Zichang Tan, Qi Yuan, Kai Wang, Chi Lin, Guodong Guo, Isabelle Guyon, Stan Z. Li

JMLR 2018 Design and Analysis of the NIPS 2016 Review Process Nihar B. Shah, Behzad Tabibian, Krikamol Muandet, Isabelle Guyon, Ulrike von Luxburg

ICCVW 2017 Results and Analysis of ChaLearn LAP Multi-Modal Isolated and Continuous Gesture Recognition, and Real Versus Fake Expressed Emotions Challenges Jun Wan, Sergio Escalera, Gholamreza Anbarjafari, Hugo Jair Escalante, Xavier Baró, Isabelle Guyon, Meysam Madadi, Juri Allik, Jelena Gorbova, Chi Lin, Yiliang Xie

ICCVW 2017 Visualizing Apparent Personality Analysis with Deep Residual Networks Yagmur Güçlütürk, Umut Güçlü, Marc Pérez, Hugo Jair Escalante, Xavier Baró, Carlos Andújar, Isabelle Guyon, Júlio C. S. Jacques Júnior, Meysam Madadi, Sergio Escalera, Marcel A. J. van Gerven, Rob van Lier

AutoML 2016 A Brief Review of the ChaLearn AutoML Challenge: Any-Time Any-Dataset Learning Without Human Intervention Isabelle Guyon, Imad Chaabane, Hugo Jair Escalante, Sergio Escalera, Damir Jajetic, James Robert Lloyd, Núria Macià, Bisakha Ray, Lukasz Romaszko, Michèle Sebag, Alexander Statnikov, Sébastien Treguer, Evelyne Viegas

ECCV 2016 ChaLearn LAP 2016: First Round Challenge on First Impressions - Dataset and Results Víctor Ponce-López, Baiyu Chen, Marc Oliu, Ciprian A. Corneanu, Albert Clapés, Isabelle Guyon, Xavier Baró, Hugo Jair Escalante, Sergio Escalera

ECCVW 2016 ChaLearn LAP 2016: First Round Challenge on First Impressions - Dataset and Results Víctor Ponce-López, Baiyu Chen, Marc Oliu, Ciprian A. Corneanu, Albert Clapés, Isabelle Guyon, Xavier Baró, Hugo Jair Escalante, Sergio Escalera

CVPRW 2016 ChaLearn Looking at People RGB-D Isolated and Continuous Datasets for Gesture Recognition Jun Wan, Stan Z. Li, Yibing Zhao, Shuai Zhou, Isabelle Guyon, Sergio Escalera

CVPRW 2016 ChaLearn Looking at People and Faces of the World: Face AnalysisWorkshop and Challenge 2016 Sergio Escalera, Mercedes Torres, Brais Martínez, Xavier Baró, Hugo Jair Escalante, Isabelle Guyon, Georgios Tzimiropoulos, Ciprian A. Corneanu, Marc Oliu, Mohammad Ali Bagheri, Michel F. Valstar

JMLR 2016 Challenges in Multimodal Gesture Recognition Sergio Escalera, Vassilis Athitsos, Isabelle Guyon

ECCV 2016 Overcoming Calibration Problems in Pattern Labeling with Pairwise Ratings: Application to Personality Traits Baiyu Chen, Sergio Escalera, Isabelle Guyon, Víctor Ponce-López, Nihar B. Shah, Marc Oliu Simon

ECCVW 2016 Overcoming Calibration Problems in Pattern Labeling with Pairwise Ratings: Application to Personality Traits Baiyu Chen, Sergio Escalera, Isabelle Guyon, Víctor Ponce-López, Nihar B. Shah, Marc Oliu Simon

CVPRW 2015 ChaLearn Looking at People 2015 Challenges: Action Spotting and Cultural Event Recognition Xavier Baró, Jordi Gonzàlez, Junior Fabian, Miguel Ángel Bautista, Marc Oliu, Hugo Jair Escalante, Isabelle Guyon, Sergio Escalera

ICCVW 2015 ChaLearn Looking at People 2015: Apparent Age and Cultural Event Recognition Datasets and Results Sergio Escalera, Junior Fabian, Pablo Pardo, Xavier Baró, Jordi Gonzàlez, Hugo Jair Escalante, Dusan Misevic, Ulrich Steiner, Isabelle Guyon

ECCVW 2014 ChaLearn Looking at People Challenge 2014: Dataset and Results Sergio Escalera, Xavier Baró, Jordi Gonzàlez, Miguel Ángel Bautista, Meysam Madadi, Miguel Reyes, Víctor Ponce-López, Hugo Jair Escalante, Jamie Shotton, Isabelle Guyon

CVPRW 2012 ChaLearn Gesture Challenge: Design and First Results Isabelle Guyon, Vassilis Athitsos, Pat Jangyodsuk, Ben Hamner, Hugo Jair Escalante

JMLR 2010 Model Selection: Beyond the Bayesian/Frequentist Divide Isabelle Guyon, Amir Saffari, Gideon Dror, Gavin Cawley

NeurIPS 2004 Result Analysis of the NIPS 2003 Feature Selection Challenge Isabelle Guyon, Steve Gunn, Asa Ben-Hur, Gideon Dror

MLJ 2002 Gene Selection for Cancer Classification Using Support Vector Machines Isabelle Guyon, Jason Weston, Stephen Barnhill, Vladimir Vapnik

NeurIPS 1993 Signature Verification Using a "Siamese" Time Delay Neural Network Jane Bromley, Isabelle Guyon, Yann LeCun, Eduard Säckinger, Roopak Shah

COLT 1992 A Training Algorithm for Optimal Margin Classifiers Bernhard E. Boser, Isabelle Guyon, Vladimir Vapnik

NeurIPS 1990 Neural Network Implementation of Admission Control Rodolfo A. Milito, Isabelle Guyon, Sara A. Solla

NeurIPS 1988 Neural Network Recognizer for Hand-Written Zip Code Digits John S. Denker, W. R. Gardner, Hans Peter Graf, Donnie Henderson, R. E. Howard, W. Hubbard, L. D. Jackel, Henry S. Baird, Isabelle Guyon

NeurIPS 1987 High Order Neural Networks for Efficient Associative Memory Design Gérard Dreyfus, Isabelle Guyon, Jean-Pierre Nadal, Léon Personnaz