Jamal Atif - RankMe

119 papers A* 14A 10B 3C 3Misc 6Journal 58Unranked 24

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Certified Per-Instance Unlearning Using Individual Sensitivity Bounds. CoRR Hanna Benarroch, Jamal Atif, Olivier Cappé
2026	J	`jnl`	Generalized Leverage Score for Scalable Assessment of Privacy Vulnerability. CoRR Valentin Dorseuil, Jamal Atif, Olivier Cappé
2025	J	`jnl`	Differentially Private Gradient Flow based on the Sliced Wasserstein Distance. Trans. Mach. Learn. Res. Ilana Sebag, Muni Sreenivas Pydi, Jean-Yves Franceschi, Alain Rakotomamonjy, Mike Gartrell, Jamal Atif, Alexandre Allauzen
2025	J	`jnl`	Memorization in Fine-Tuned Large Language Models. CoRR Danil Savine, Muni Sreenivas Pydi, Jamal Atif, Olivier Cappé
2025	J	`jnl`	On the MIA Vulnerability Gap Between Private GANs and Diffusion Models. CoRR Ilana Sebag, Jean-Yves Franceschi, Alain Rakotomamonjy, Alexandre Allauzen, Jamal Atif
2024	A*	`conf`	Optimal Classification under Performative Distribution Shift. NeurIPS Edwige Cyffers, Muni Sreenivas Pydi, Jamal Atif, Olivier Cappé
2024	J	`jnl`	Optimal Classification under Performative Distribution Shift. CoRR Edwige Cyffers, Muni Sreenivas Pydi, Jamal Atif, Olivier Cappé
2023	—	`conf`	Comparing Deep RL and Traditional Financial Portfolio Methods. PKDD/ECML Workshops (5) Eric Benhamou, Jean-Jacques Ohana, Beatrice Guez, David Saltiel, Rida Laraki, Jamal Atif
2023	J	`jnl`	Differentially Private Gradient Flow based on the Sliced Wasserstein Distance for Non-Parametric Generative Modeling. CoRR Ilana Sebag, Muni Sreenivas Pydi, Jean-Yves Franceschi, Alain Rakotomamonjy, Mike Gartrell, Jamal Atif, Alexandre Allauzen
2023	—	`conf`	FSDA: Tackling Tail-Event Analysis in Imbalanced Time Series Data with Feature Selection and Data Augmentation. LIDTA Raphael Krief, Eric Benhamou, Beatrice Guez, Jean-Jacques Ohana, David Saltiel, Rida Laraki, Jamal Atif
2023	A*	`conf`	Online Certification of Preference-Based Fairness for Personalized Recommender Systems (Extended Abstract). IJCAI Virginie Do, Sam Corbett-Davies, Jamal Atif, Nicolas Usunier
2022	J	`jnl`	On the robustness of randomized classifiers to adversarial examples. Mach. Learn. Rafael Pinot, Laurent Meunier, Florian Yger, Cédric Gouy-Pailler, Yann Chevaleyre, Jamal Atif
2022	A*	`conf`	Online Certification of Preference-Based Fairness for Personalized Recommender Systems. AAAI Virginie Do, Sam Corbett-Davies, Jamal Atif, Nicolas Usunier
2022	A*	`conf`	Towards Consistency in Adversarial Classification. NeurIPS Laurent Meunier, Raphael Ettedgui, Rafael Pinot, Yann Chevaleyre, Jamal Atif
2022	J	`jnl`	Towards Consistency in Adversarial Classification. CoRR Laurent Meunier, Raphaël Ettedgui, Rafael Pinot, Yann Chevaleyre, Jamal Atif
2022	J	`jnl`	Towards Evading the Limits of Randomized Smoothing: A Theoretical Analysis. CoRR Raphael Ettedgui, Alexandre Araujo, Rafael Pinot, Yann Chevaleyre, Jamal Atif
2021	A	`conf`	Equitable and Optimal Transport with Multiple Agents. AISTATS Meyer Scetbon, Laurent Meunier, Jamal Atif, Marco Cuturi
2021	A*	`conf`	Mixed Nash Equilibria in the Adversarial Examples Game. ICML Laurent Meunier, Meyer Scetbon, Rafael Pinot, Jamal Atif, Yann Chevaleyre
2021	J	`jnl`	Mixed Nash Equilibria in the Adversarial Examples Game. CoRR Laurent Meunier, Meyer Scetbon, Rafael Pinot, Jamal Atif, Yann Chevaleyre
2021	J	`jnl`	Non parametric estimation of causal populations in a counterfactual scenario. CoRR Céline Beji, Florian Yger, Jamal Atif
2021	A*	`conf`	On Lipschitz Regularization of Convolutional Layers using Toeplitz Matrix Theory. AAAI Alexandre Araujo, Benjamin Négrevergne, Yann Chevaleyre, Jamal Atif
2021	J	`jnl`	On the robustness of randomized classifiers to adversarial examples. CoRR Rafael Pinot, Laurent Meunier, Florian Yger, Cédric Gouy-Pailler, Yann Chevaleyre, Jamal Atif
2021	A*	`conf`	Online Selection of Diverse Committees. IJCAI Virginie Do, Jamal Atif, Jérôme Lang, Nicolas Usunier
2021	J	`jnl`	Online Selection of Diverse Committees. CoRR Virginie Do, Jamal Atif, Jérôme Lang, Nicolas Usunier
2021	J	`jnl`	Online certification of preference-based fairness for personalized recommender systems. CoRR Virginie Do, Sam Corbett-Davies, Jamal Atif, Nicolas Usunier
2021	A*	`conf`	Two-sided fairness in rankings via Lorenz dominance. NeurIPS Virginie Do, Sam Corbett-Davies, Jamal Atif, Nicolas Usunier
2021	J	`jnl`	Two-sided fairness in rankings via Lorenz dominance. CoRR Virginie Do, Sam Corbett-Davies, Jamal Atif, Nicolas Usunier
2020	J	`jnl`	AAMDRL: Augmented Asset Management with Deep Reinforcement Learning. CoRR Eric Benhamou, David Saltiel, Sandrine Ungari, Abhishek Mukhopadhyay, Jamal Atif
2020	—	`conf`	Deep Reinforcement Learning (DRL) for Portfolio Allocation. ECML/PKDD (5) Eric Benhamou, David Saltiel, Jean-Jacques Ohana, Jamal Atif, Rida Laraki
2020	B	`conf`	Detecting and adapting to crisis pattern with context based Deep Reinforcement Learning. ICPR Eric Benhamou, David Saltiel, Jean-Jacques Ohana, Jamal Atif
2020	J	`jnl`	Detecting and adapting to crisis pattern with context based Deep Reinforcement Learning. CoRR Eric Benhamou, David Saltiel, Jean-Jacques Ohana, Jamal Atif
2020	B	`conf`	Estimating Individual Treatment Effects through Causal Populations Identification. ESANN Céline Beji, Eric Benhamou, Michaël Bon, Florian Yger, Jamal Atif
2020	J	`jnl`	Estimating Individual Treatment Effects through Causal Populations Identification. CoRR Céline Beji, Michaël Bon, Florian Yger, Jamal Atif
2020	J	`jnl`	Fast & Accurate Method for Bounding the Singular Values of Convolutional Layers with Application to Lipschitz Regularization. CoRR Alexandre Araujo, Benjamin Négrevergne, Yann Chevaleyre, Jamal Atif
2020	J	`jnl`	Handling Multiple Costs in Optimal Transport: Strong Duality and Efficient Computation. CoRR Meyer Scetbon, Laurent Meunier, Jamal Atif, Marco Cuturi
2020	A*	`conf`	Randomization matters How to defend against strong adversarial attacks. ICML Rafael Pinot, Raphael Ettedgui, Geovani Rizk, Yann Chevaleyre, Jamal Atif
2020	J	`jnl`	Randomization matters. How to defend against strong adversarial attacks. CoRR Rafael Pinot, Raphael Ettedgui, Geovani Rizk, Yann Chevaleyre, Jamal Atif
2020	—	`conf`	Trade Selection with Supervised Learning and Optimal Coordinate Ascent (OCA). MIDAS@PKDD/ECML David Saltiel, Eric Benhamou, Rida Laraki, Jamal Atif
2020	A	`conf`	Understanding and Training Deep Diagonal Circulant Neural Networks. ECAI Alexandre Araujo, Benjamin Négrevergne, Yann Chevaleyre, Jamal Atif
2019	J	`jnl`	A unified view on differential privacy and robustness to adversarial examples. CoRR Rafael Pinot, Florian Yger, Cédric Gouy-Pailler, Jamal Atif
2019	J	`jnl`	NGO-GM: Natural Gradient Optimization for Graphical Models. CoRR Eric Benhamou, Jamal Atif, Rida Laraki, David Saltiel
2019	J	`jnl`	On the Expressive Power of Deep Fully Circulant Neural Networks. CoRR Alexandre Araujo, Benjamin Négrevergne, Yann Chevaleyre, Jamal Atif
2019	J	`jnl`	Robust Neural Networks using Randomized Adversarial Training. CoRR Alexandre Araujo, Rafael Pinot, Benjamin Négrevergne, Laurent Meunier, Yann Chevaleyre, Florian Yger, Jamal Atif
2019	A*	`conf`	Theoretical evidence for adversarial robustness through randomization. NeurIPS Rafael Pinot, Laurent Meunier, Alexandre Araujo, Hisashi Kashima, Florian Yger, Cédric Gouy-Pailler, Jamal Atif
2019	J	`jnl`	Theoretical evidence for adversarial robustness through randomization: the case of the Exponential family. CoRR Rafael Pinot, Laurent Meunier, Alexandre Araujo, Hisashi Kashima, Florian Yger, Cédric Gouy-Pailler, Jamal Atif
2019	J	`jnl`	Yet another but more efficient black-box adversarial attack: tiling and evolution strategies. CoRR Laurent Meunier, Jamal Atif, Olivier Teytaud
2018	J	`jnl`	A discrete version of CMA-ES. CoRR Eric Benhamou, Jamal Atif, Rida Laraki, Anne Auger
2018	J	`jnl`	A new approach to learning in Dynamic Bayesian Networks (DBNs). CoRR Eric Benhamou, Jamal Atif, Rida Laraki, Anne Auger
2018	J	`jnl`	Belief revision, minimal change and relaxation: A general framework based on satisfaction systems, and applications to description logics. Artif. Intell. Marc Aiguier, Jamal Atif, Isabelle Bloch, Céline Hudelot
2018	—	`conf`	Computing Contrast on Conceptual Spaces. AIC Giovanni Sileno, Isabelle Bloch, Jamal Atif, Jean-Louis Dessalles
2018	J	`jnl`	Explanatory relations in arbitrary logics based on satisfaction systems, cutting and retraction. CoRR Marc Aiguier, Jamal Atif, Isabelle Bloch, Ramón Pino Pérez
2018	J	`jnl`	Explanatory relations in arbitrary logics based on satisfaction systems, cutting and retraction. Int. J. Approx. Reason. Marc Aiguier, Jamal Atif, Isabelle Bloch, Ramón Pino Pérez
2018	A	`conf`	Graph sketching-based Space-efficient Data Clustering. SDM Anne Morvan, Krzysztof Choromanski, Cédric Gouy-Pailler, Jamal Atif
2018	A	`conf`	Graph-based Clustering under Differential Privacy. UAI Rafael Pinot, Anne Morvan, Florian Yger, Cédric Gouy-Pailler, Jamal Atif
2018	J	`jnl`	Graph-based Clustering under Differential Privacy. CoRR Rafael Pinot, Anne Morvan, Florian Yger, Cédric Gouy-Pailler, Jamal Atif
2018	Misc	`conf`	Musical Descriptions Based on Formal Concept Analysis and Mathematical Morphology. ICCS Carlos Agón, Moreno Andreatta, Jamal Atif, Isabelle Bloch, Pierre Mascarade
2018	J	`jnl`	On the Needs for Rotations in Hypercubic Quantization Hashing. CoRR Anne Morvan, Antoine Souloumiac, Krzysztof Choromanski, Cédric Gouy-Pailler, Jamal Atif
2018	Misc	`conf`	Streaming Binary Sketching Based on Subspace Tracking and Diagonal Uniformization. ICASSP Anne Morvan, Antoine Souloumiac, Cédric Gouy-Pailler, Jamal Atif
2018	—	`conf`	Training Compact Deep Learning Models for Video Classification Using Circulant Matrices. ECCV Workshops (4) Alexandre Araujo, Benjamin Négrevergne, Yann Chevaleyre, Jamal Atif
2018	J	`jnl`	Training compact deep learning models for video classification using circulant matrices. CoRR Alexandre Araujo, Benjamin Négrevergne, Yann Chevaleyre, Jamal Atif
2018	A*	`conf`	Uplift Modeling from Separate Labels. NeurIPS Ikko Yamane, Florian Yger, Jamal Atif, Masashi Sugiyama
2017	J	`jnl`	Graph sketching-based Massive Data Clustering. CoRR Anne Morvan, Krzysztof Choromanski, Cédric Gouy-Pailler, Jamal Atif
2017	J	`jnl`	Multi-dimensional signal approximation with sparse structured priors using split Bregman iterations. Signal Process. Yoann Isaac, Quentin Barthélemy, Cédric Gouy-Pailler, Michèle Sebag, Jamal Atif
2017	A*	`conf`	Online Learning of Acyclic Conditional Preference Networks from Noisy Data. ICDM Fabien Labernia, Bruno Zanuttini, Brice Mayag, Florian Yger, Jamal Atif
2017	J	`jnl`	Raisonnement abductif en logique de description exploitant les domaines concrets spatiaux pour l'interprétation d'images. Rev. d'Intelligence Artif. Yifan Yang, Jamal Atif, Isabelle Bloch
2017	—	`conf`	Semi-automatic teeth segmentation in Cone-Beam Computed Tomography by graph-cut with statistical shape priors. ISBI Timothée Evain, Xavier Ripoche, Jamal Atif, Isabelle Bloch
2017	Misc	`conf`	Similarity and Contrast on Conceptual Spaces for Pertinent Description Generation. KI Giovanni Sileno, Isabelle Bloch, Jamal Atif, Jean-Louis Dessalles
2017	J	`jnl`	Streaming Binary Sketching based on Subspace Tracking and Diagonal Uniformization. CoRR Anne Morvan, Antoine Souloumiac, Cédric Gouy-Pailler, Jamal Atif
2017	A	`conf`	Structured adaptive and random spinners for fast machine learning computations. AISTATS Mariusz Bojarski, Anna Choromanska, Krzysztof Choromanski, Francois Fagan, Cédric Gouy-Pailler, Anne Morvan, Nourhan Sakr, Tamás Sarlós, Jamal Atif
2016	J	`jnl`	Defining and computing Hausdorff distances between distributions on the real line and on the circle: link between optimal transport and morphological dilations. Math. Morphol. Theory Appl. Isabelle Bloch, Jamal Atif
2016	A	`conf`	Efficient Semantic Tableau Generation for Abduction in Propositional Logic. ECAI Yifan Yang, Ricardo de Aldama, Jamal Atif, Isabelle Bloch
2016	J	`jnl`	Multi-dimensional signal approximation with sparse structured priors using split Bregman iterations. CoRR Yoann Isaac, Quentin Barthélemy, Cédric Gouy-Pailler, Michèle Sebag, Jamal Atif
2016	J	`jnl`	Some Relationships Between Fuzzy Sets, Mathematical Morphology, Rough Sets, F-Transforms, and Formal Concept Analysis. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Jamal Atif, Isabelle Bloch, Céline Hudelot
2016	J	`jnl`	Structured adaptive and random spinners for fast machine learning computations. CoRR Mariusz Bojarski, Anna Choromanska, Krzysztof Choromanski, Francois Fagan, Cédric Gouy-Pailler, Anne Morvan, Nourhan Sakr, Tamás Sarlós, Jamal Atif
2016	J	`jnl`	TripleSpin - a generic compact paradigm for fast machine learning computations. CoRR Krzysztof Choromanski, Francois Fagan, Cédric Gouy-Pailler, Anne Morvan, Tamás Sarlós, Jamal Atif
2015	Misc	`conf`	Abductive Reasoning Using Tableau Methods for High-Level Image Interpretation. KI Yifan Yang, Jamal Atif, Isabelle Bloch
2015	J	`jnl`	Belief revision in Institutions : A relaxation based approach. CoRR Marc Aiguier, Jamal Atif, Isabelle Bloch, Céline Hudelot
2015	J	`jnl`	Deux approches pour la comparaison de relations spatiales floues. Transport optimal et morphologie mathématique. Rev. d'Intelligence Artif. Isabelle Bloch, Jamal Atif
2015	—	`conf`	Fuzzy "Along" Spatial Relation in 3D. Application to Anatomical Structures in Maxillofacial CBCT. ICIAP (1) Timothée Evain, Xavier Ripoche, Jamal Atif, Isabelle Bloch
2015	C	`conf`	Hausdorff Distances Between Distributions Using Optimal Transport and Mathematical Morphology. ISMM Isabelle Bloch, Jamal Atif
2015	J	`jnl`	Relaxation-based revision operators in description logics. CoRR Marc Aiguier, Jamal Atif, Isabelle Bloch, Céline Hudelot
2015	J	`jnl`	Some algebraic results in Description logics : Free model and inclusions, finite basis theorem, and completion of knowledge bases. CoRR Marc Aiguier, Jamal Atif, Isabelle Bloch, Céline Hudelot
2014	—	`conf`	ALC(𝔽): A New Description Logic for Spatial Reasoning in Images. ECCV Workshops (2) Céline Hudelot, Jamal Atif, Isabelle Bloch
2014	A	`conf`	Concept Dissimilarity Based on Tree Edit Distances and Morphological Dilations. ECAI Felix Distel, Jamal Atif, Isabelle Bloch
2014	A*	`conf`	Concept Dissimilarity with Triangle Inequality. KR Felix Distel, Jamal Atif, Isabelle Bloch
2014	J	`jnl`	Explanatory Reasoning for Image Understanding Using Formal Concept Analysis and Description Logics. IEEE Trans. Syst. Man Cybern. Syst. Jamal Atif, Céline Hudelot, Isabelle Bloch
2014	—	`conf`	On the need for metrics in dictionary learning assessment. EUSIPCO Sylvain Chevallier, Quentin Barthélemy, Jamal Atif
2014	Misc	`conf`	Subspace metrics for multivariate dictionaries and application to EEG. ICASSP Sylvain Chevallier, Quentin Barthélemy, Jamal Atif
2013	J	`jnl`	A constraint propagation approach to structural model based image segmentation and recognition. Inf. Sci. Olivier Nempont, Jamal Atif, Isabelle Bloch
2013	—	`conf`	A fuzzy extension of explanatory relations based on mathematical morphology. EUSFLAT Conf. Jamal Atif, Isabelle Bloch, Felix Distel, Céline Hudelot
2013	—	`conf`	Distance to bipolar information from morphological dilation. EUSFLAT Conf. Isabelle Bloch, Jamal Atif
2013	C	`conf`	Mathematical Morphology Operators over Concept Lattices. ICFCA Jamal Atif, Isabelle Bloch, Felix Distel, Céline Hudelot
2013	J	`jnl`	Metrics for Multivariate Dictionaries CoRR Sylvain Chevallier, Quentin Barthélemy, Jamal Atif
2013	J	`jnl`	Multi-dimensional sparse structured signal approximation using split Bregman iterations CoRR Yoann Isaac, Quentin Barthélemy, Jamal Atif, Cédric Gouy-Pailler, Michèle Sebag
2013	Misc	`conf`	Multi-dimensional sparse structured signal approximation using split bregman iterations. ICASSP Yoann Isaac, Quentin Barthélemy, Jamal Atif, Cédric Gouy-Pailler, Michèle Sebag
2012	J	`jnl`	Sequential model-based segmentation and recognition of image structures driven by visual features and spatial relations. Comput. Vis. Image Underst. Geoffroy Fouquier, Jamal Atif, Isabelle Bloch
2011	—	`conf`	Abduction in Description Logics using Formal Concept Analysis and Mathematical Morphology: Application to Image Interpretation. CLA Jamal Atif, Céline Hudelot, Isabelle Bloch
2010	A	`conf`	Integrating Bipolar Fuzzy Mathematical Morphology in Description Logics for Spatial Reasoning. ECAI Céline Hudelot, Jamal Atif, Isabelle Bloch
2009	J	`jnl`	3D brain tumor segmentation in MRI using fuzzy classification, symmetry analysis and spatially constrained deformable models. Fuzzy Sets Syst. Hassan Khotanlou, Olivier Colliot, Jamal Atif, Isabelle Bloch
2009	J	`jnl`	A New Fuzzy Connectivity Measure for Fuzzy Sets. J. Math. Imaging Vis. Olivier Nempont, Jamal Atif, Elsa D. Angelini, Isabelle Bloch
2009	B	`conf`	Copula-set measures on topographic maps for change detection. ICIP Jamal Atif, Jérôme Darbon
2008	—	`conf`	A New Fuzzy Connectivity Class Application to Structural Recognition in Images. DGCI Olivier Nempont, Jamal Atif, Enrico Angelini, Isabelle Bloch
2008	—	`ch.`	FSRO : une ontologie de relations spatiales floues pour l'interprétation d'images. Les Relations Spatiales Céline Hudelot, Jamal Atif, Isabelle Bloch
2008	J	`jnl`	Fuzzy spatial relation ontology for image interpretation. Fuzzy Sets Syst. Céline Hudelot, Jamal Atif, Isabelle Bloch
2008	J	`jnl`	Integrated multimedia electronic patient record and graph-based image information for cerebral tumors. Comput. Biol. Medicine John Puentes, Bénédicte Batrancourt, Jamal Atif, Elsa D. Angelini, Laurent Lecornu, Abdelhamid Zemirline, Isabelle Bloch, Gouenou Coatrieux, Christian Roux
2008	A	`conf`	Sequential spatial reasoning in images based on pre-attention mechanisms and fuzzy attribute graphs. ECAI Geoffroy Fouquier, Jamal Atif, Isabelle Bloch
2008	A	`conf`	Structure segmentation and recognition in images guided by structural constraint propagation. ECAI Olivier Nempont, Jamal Atif, Elsa D. Angelini, Isabelle Bloch
2007	—	`conf`	Adaptive Segmentation of Internal Brain Structures in Pathological Mr Images Depending on Tumor Types. ISBI Hassan Khotanlou, Jamal Atif, Elsa D. Angelini, Hugues Duffau, Isabelle Bloch
2007	—	`conf`	Combining Radiometric and Spatial Structural Information in a New Metric for Minimal Surface Segmentation. IPMI Olivier Nempont, Jamal Atif, Elsa D. Angelini, Isabelle Bloch
2007	—	`conf`	Detection of Glioma Evolution on Longitudinal Mri Studies. ISBI Elsa D. Angelini, Jamal Atif, Julie Delon, Emmanuel Mandonnet, Hugues Duffau, Laurent Capelle
2007	A*	`conf`	From Generic Knowledge to Specific Reasoning for Medical Image Interpretation Using Graph based Representations. IJCAI Jamal Atif, Céline Hudelot, Geoffroy Fouquier, Isabelle Bloch, Elsa D. Angelini
2007	—	`conf`	Grafip: A Framework for the Representation of Healthy and Pathological Cerebral Information. ISBI Jamal Atif, Céline Hudelot, Olivier Nempont, Nathalie Richard, Bénédicte Batrancourt, Elsa D. Angelini, Isabelle Bloch
2007	—	`conf`	Image Classification Using Marginalized Kernels for Graphs. GbRPR Emanuel Aldea, Jamal Atif, Isabelle Bloch
2007	—	`conf`	Kernel Fusion for Image Classification Using Fuzzy Structural Information. ISVC (2) Emanuel Aldea, Geoffroy Fouquier, Jamal Atif, Isabelle Bloch
2007	—	`conf`	Local Reasoning in Fuzzy Attribute Graphs for Optimizing Sequential Segmentation. GbRPR Geoffroy Fouquier, Jamal Atif, Isabelle Bloch
2005	—	`conf`	3D Brain Tumor Segmentation Using Fuzzy Classification and Deformable Models. WILF Hassan Khotanlou, Jamal Atif, Olivier Colliot, Isabelle Bloch
2005	C	`conf`	Classification of radiological exams and organs by belief theory. AICCSA Antoine Tarault, Jamal Atif, Xavier Ripoche, Patrick Bourdot, Angel Osorio
2004	—	`conf`	Integration of short-distance radiological images, angiography and multimodal image fusion in a stereotaxic software environment for biopsy intervention. CARS Jamal Atif, Angel Osorio, Bertrand Devaux, François-Xavier Roux
2004	—	`conf`	Percutaneous nephrolithotomies improvement using a new augmented reality system integrated into operating rooms. CARS Angel Osorio, Olivier Traxer, Jamal Atif, Xavier Ripoche, Mohamed Tligui, Bernard Gattegno