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Sofiane ENNADIR
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A Simple and Yet Fairly Effective Defense for Graph Neural Networks
S Ennadir, Y Abbahaddou, JF Lutzeyer, M Vazirgiannis, H Boström
Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI-24), 2024
72024
Structure-Aware Antibiotic Resistance Classification Using Graph Neural Networks
A Qabel, S Ennadir, G Nikolentzos, JF Lutzeyer, M Chatzianastasis, ...
NeurIPS 2022 AI for Science: Progress and Promises, 2022
6*2022
Bounding the Expected Robustness of Graph Neural Networks Subject to Node Feature Attacks
Y Abbahaddou, S Ennadir, JF Lutzeyer, M Vazirgiannis, H Boström
International Conference on Learning Representations (ICLR 2024), 2024
52024
Approximating Score-based Explanation Techniques Using Conformal Regression
A Alkhatib, H Bostrom, S Ennadir, U Johansson
Conformal and Probabilistic Prediction with Applications, 450-469, 2023
42023
Interpretable Graph Neural Networks for Tabular Data
A Alkhatib, S Ennadir, H Boström, M Vazirgiannis
ECAI 2024 - 27th European Conference on Artificial Intelligence, 2023
42023
Atlas-Chat: Adapting Large Language Models for Low-Resource Moroccan Arabic Dialect
G Shang, H Abdine, Y Khoubrane, A Mohamed, Y Abbahaddou, ...
arXiv preprint arXiv:2409.17912, 2024
12024
UnboundAttack: Generating Unbounded Adversarial Attacks to Graph Neural Networks
S Ennadir, A Alkhatib, G Nikolentzos, M Vazirgiannis, H Boström
International Conference on Complex Networks and Their Applications, 100-111, 2023
12023
Post-Hoc Robustness Enhancement in Graph Neural Networks with Conditional Random Fields
Y Abbahaddou, S Ennadir, JF Lutzeyer, FD Malliaros, M Vazirgiannis
arXiv preprint arXiv:2411.05399, 2024
2024
Generating graph perturbations to enhance the generalization of GNNs
S Ennadir, G Nikolentzos, M Vazirgiannis, H Boström
AI Open, 2024
2024
Conformalized Adversarial Attack Detection for Graph Neural Networks
S Ennadir, A Alkhatib, H Bostrom, M Vazirgiannis
Conformal and Probabilistic Prediction with Applications, 311-323, 2023
2023
If You Want to Be Robust, Be Wary of Initialization
S Ennadir, JF Lutzeyer, M Vazirgiannis, E houcine Bergou
The Thirty-eighth Annual Conference on Neural Information Processing Systems, 0
Joint Embedding go Temporal
S Ennadir, S Golkar, L Sarra
NeurIPS Workshop on Time Series in the Age of Large Models, 0
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Artikelen 1–12