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Géraldin Nanfack
Géraldin Nanfack
Concordia University
Verified email at mila.quebec - Homepage
Title
Cited by
Cited by
Year
Decision trees: from efficient prediction to responsible AI
H Blockeel, L Devos, B Frénay, G Nanfack, S Nijssen
Frontiers in Artificial Intelligence 6, 1124553, 2023
372023
Squeeze-SegNet: a new fast deep convolutional neural network for semantic segmentation
G Nanfack, A Elhassouny, ROH Thami
Tenth International Conference on Machine Vision (ICMV 2017) 10696, 703-710, 2018
312018
Constraint enforcement on decision trees: A survey
G Nanfack, P Temple, B Frénay
ACM Computing Surveys (CSUR) 54 (10s), 1-36, 2022
302022
Explaining t-SNE embeddings locally by adapting LIME
A Bibal, VM Vu, G Nanfack, B Frénay
28th European Symposium on Artificial Neural Networks, Computational …, 2020
222020
Global Explanations with Decision Rules: a Co-learning Approach
G Nanfack, P Temple, B Frénay
37th Conference on Uncertainty in Artificial Intelligence (UAI), 2021
92021
Learning customised decision trees for domain-knowledge constraints
G Nanfack, P Temple, B Frénay
Pattern Recognition 142, 109610, 2023
82023
An experimental investigation into the evaluation of explainability methods
S Stassin, A Englebert, G Nanfack, J Albert, N Versbraegen, G Peiffer, ...
arXiv preprint arXiv:2305.16361, 2023
72023
Explaining through Transformer Input Sampling
A Englebert, S Stassin, G Nanfack, SA Mahmoudi, X Siebert, O Cornu, ...
Proceedings of the IEEE/CVF International Conference on Computer Vision, 806-815, 2023
52023
Boundary-based fairness constraints in decision trees and random forests
G Nanfack, V Delchevalerie, B Frénay
ESANN 2021 Proceedings-29th European Symposium on Artificial Neural Networks …, 2021
52021
Adversarial attacks on the interpretation of neuron activation maximization
G Nanfack, A Fulleringer, J Marty, M Eickenberg, E Belilovsky
Proceedings of the AAAI Conference on Artificial Intelligence 38 (5), 4315-4324, 2024
42024
Adversarial Attacks on Neuron Interpretation via Activation Maximization
A Fulleringer, G Nanfack, J Marty, M Eickenberg, E Belilovsky
Neurips workshop on attributing model behavior at scale. Retrieved from …, 2023
12023
An Experimental Investigation into the Evaluation of Explainability Methods for Computer Vision
S Stassin, A Englebert, J Albert, G Nanfack, N Versbraegen, B Frénay, ...
Communications in Computer and Information Science, 2023
12023
Not Only the Last-Layer Features for Spurious Correlations: All Layer Deep Feature Reweighting
HW Hameed, G Nanfack, E Belilovsky
arXiv preprint arXiv:2409.14637, 2024
2024
From Feature Visualization to Visual Circuits: Effect of Adversarial Model Manipulation
G Nanfack, M Eickenberg, E Belilovsky
arXiv preprint arXiv:2406.01365, 2024
2024
THESIS/THÈSE
G Nanfack
2022
researchportal. unamur. be
G Nanfack, V Delchevalerie, B Frénay
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Articles 1–16