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

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The Problem of Fairness in Synthetic Healthcare Data von Bhanot, Karan, Qi, Miao, Erickson, John S., Guyon, Isabelle, Bennett, Kristin P.

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Gene Selection for Cancer Classification using Support Vector Machines von Guyon, Isabelle, Weston, Jason, Barnhill, Stephen, Vapnik, Vladimir

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

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

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DECONbench: a benchmarking platform dedicated to deconvolution methods for tumor heterogeneity quantification von Decamps, Clémentine, Arnaud, Alexis, Petitprez, Florent, Ayadi, Mira, Baurès, Aurélia, Armenoult, Lucile, Alcala, N., Arnaud, A., Avila Cobos, F., Batista, Luciana, Batto, A.-F., Blum, Y., Chuffart, F., Cros, J., Decamps, C., Dirian, L., Doncevic, D., Durif, G., Bahena Hernandez, S. Y., Jakobi, M., Jardillier, R., Jeanmougin, M., Jedynak, P., Jumentier, B., Kakoichankava, A., Kondili, Maria, Liu, J., Maie, T., Marécaille, J., Merlevede, J., Meylan, M., Nazarov, P., Newar, K., Nyrén, K., Petitprez, F., Novella Rausell, C., Richard, M., Scherer, M., Sompairac, N., Waury, K., Xie, T., Zacharouli, M.-A., Escalera, Sergio, Guyon, Isabelle, Nicolle, Rémy, Tomasini, Richard, de Reyniès, Aurélien, Cros, Jérôme, Blum, Yuna, Richard, Magali

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LTU Attacker for Membership Inference von Pedersen, Joseph, Muñoz-Gómez, Rafael, Huang, Jiangnan, Sun, Haozhe, Tu, Wei-Wei, Guyon, Isabelle

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Systematic aware learning von Estrade, Victor, Germain, Cécile, Guyon, Isabelle, Rousseau, David

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Bridging the Gap of AutoGraph Between Academia and Industry: Analyzing AutoGraph Challenge at KDD Cup 2020 von Xu, Zhen, Wei, Lanning, Zhao, Huan, Ying, Rex, Yao, Quanming, Tu, Wei-Wei, Guyon, Isabelle

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Generation and evaluation of privacy preserving synthetic health data von Yale, Andrew, Dash, Saloni, Dutta, Ritik, Guyon, Isabelle, Pavao, Adrien, Bennett, Kristin P.

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Challenges in multimodal gesture recognition von Escalera, Sergio, Athitsos, Vassilis, Guyon, Isabelle

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Neural networks for power flow: Graph neural solver von Donon, Balthazar, Clément, Rémy, Donnot, Benjamin, Marot, Antoine, Guyon, Isabelle, Schoenauer, Marc

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

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The TrackML high-energy physics tracking challenge on Kaggle von Kiehn, Moritz, Amrouche, Sabrina, Calafiura, Paolo, Estrade, Victor, Farrell, Steven, Germain, Cécile, Gligorov, Vava, Golling, Tobias, Gray, Heather, Guyon, Isabelle, Hushchyn, Mikhail, Innocente, Vincenzo, Moyse, Edward, Rousseau, David, Salzburger, Andreas, Ustyuzhanin, Andrey, Vlimant, Jean-Roch, Yilnaz, Yetkin

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Learning to run a power network challenge for training topology controllers von Marot, Antoine, Donnot, Benjamin, Romero, Camilo, Donon, Balthazar, Lerousseau, Marvin, Veyrin-Forrer, Luca, Guyon, Isabelle

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Cause Effect Pairs in Machine Learning von Guyon, Isabelle, Statnikov, Alexander, Batu, Berna Bakir

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The ChaLearn gesture dataset (CGD 2011) von Guyon, Isabelle, Athitsos, Vassilis, Jangyodsuk, Pat, Escalante, Hugo Jair

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Track reconstruction at LHC as a collaborative data challenge use case with RAMP von Amrouche, Sabrina, Braun, Nils, Calafiura, Paolo, Farrell, Steven, Gemmler, Jochen, Germain, Cécile, Gligorov, Vladimir Vava, Golling, Tobias, Gray, Heather, Guyon, Isabelle, Hushchyn, Mikhail, Innocente, Vincenzo, Kégl, Balázs, Neuhaus, Sara, Rousseau, David, Salzburger, Andreas, Ustyuzhanin, Andrei, Vlimant, Jean-Roch, Wessel, Christian, Yilmaz, Yetkin

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Meta-learning from learning curves for budget-limited algorithm selection von Nguyen, Manh Hung, Sun Hosoya, Lisheng, Guyon, Isabelle

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Investigating synthetic medical time-series resemblance von Bhanot, Karan, Pedersen, Joseph, Guyon, Isabelle, Bennett, Kristin P.

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