Detecting and Processing Unsuspected Sensitive Variables for Robust Machine Learning
Risser, Laurent, Picard, Agustin Martin, Hervier, Lucas, Loubes, Jean-Michel
Published in Algorithms (01.11.2023)
Published in Algorithms (01.11.2023)
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Journal Article
CRAFT: Concept Recursive Activation FacTorization for Explainability
Fel, Thomas, Picard, Agustin, Bethune, Louis, Boissin, Thibaut, Vigouroux, David, Colin, Julien, Cadenc, Remi, Serre, Thomas
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
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Conference Proceeding
Journal Article
TaCo: Targeted Concept Erasure Prevents Non-Linear Classifiers From Detecting Protected Attributes
Jourdan, Fanny, Béthune, Louis, Picard, Agustin, Risser, Laurent, Asher, Nicholas
Year of Publication 11.12.2023
Year of Publication 11.12.2023
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Journal Article
A survey of Identification and mitigation of Machine Learning algorithmic biases in Image Analysis
Risser, Laurent, Picard, Agustin, Hervier, Lucas, Loubes, Jean-Michel
Year of Publication 10.10.2022
Year of Publication 10.10.2022
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Journal Article
COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP tasks
Jourdan, Fanny, Picard, Agustin, Fel, Thomas, Risser, Laurent, Loubes, Jean Michel, Asher, Nicholas
Year of Publication 11.05.2023
Year of Publication 11.05.2023
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Journal Article
CRAFT: Concept Recursive Activation FacTorization for Explainability
Fel, Thomas, Picard, Agustin, Bethune, Louis, Boissin, Thibaut, Vigouroux, David, Colin, Julien, Cadène, Rémi, Serre, Thomas
Year of Publication 17.11.2022
Year of Publication 17.11.2022
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Journal Article
Unlocking Feature Visualization for Deeper Networks with MAgnitude Constrained Optimization
Fel, Thomas, Boissin, Thibaut, Boutin, Victor, Picard, Agustin, Novello, Paul, Colin, Julien, Linsley, Drew, Rousseau, Tom, Cadène, Rémi, Gardes, Laurent, Serre, Thomas
Year of Publication 11.06.2023
Year of Publication 11.06.2023
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Journal Article
Xplique: A Deep Learning Explainability Toolbox
Fel, Thomas, Hervier, Lucas, Vigouroux, David, Poche, Antonin, Plakoo, Justin, Cadene, Remi, Chalvidal, Mathieu, Colin, Julien, Boissin, Thibaut, Bethune, Louis, Picard, Agustin, Nicodeme, Claire, Gardes, Laurent, Flandin, Gregory, Serre, Thomas
Year of Publication 09.06.2022
Year of Publication 09.06.2022
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Journal Article
Unlocking Feature Visualization for Deeper Networks with MAgnitude Constrained Optimization
Fel, Thomas, Boissin, Thibaut, Boutin, Victor, Picard, Agustin, Novello, Paul, Julien, Colin, Linsley, Drew, Rousseau, Tom, Cadène, Rémi, Gardes, Laurent, Serre, Thomas
Published in arXiv.org (29.10.2023)
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Published in arXiv.org (29.10.2023)
Paper
Xplique: A Deep Learning Explainability Toolbox
Fel, Thomas, Lucas Hervier, Vigouroux, David, Poche, Antonin, Plakoo, Justin, Cadene, Remi, Chalvidal, Mathieu, Julien, Colin, Boissin, Thibaut, Bethune, Louis, Picard, Agustin, Nicodeme, Claire, Gardes, Laurent, Flandin, Gregory, Serre, Thomas
Published in arXiv.org (09.06.2022)
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Published in arXiv.org (09.06.2022)
Paper