Sharper generalization bounds for pairwise learning Y Lei*, A Ledent*, M Kloft
Advances in Neural Information Processing Systems 33, 21236-21246, 2020
36 2020 Norm-based generalisation bounds for deep multi-class convolutional neural networks A Ledent, W Mustafa, Y Lei, M Kloft
Proceedings of the AAAI Conference on Artificial Intelligence 35 (9), 8279-8287, 2021
26 * 2021 Orthogonal inductive matrix completion A Ledent*, R Alves*, M Kloft
IEEE Transactions on Neural Networks and Learning Systems, 2021
17 2021 Fine-grained Generalisation Analysis of Inductive Matrix Completion A Ledent, R Alves, Y Lei, M Kloft
34th Conference on Advances in Neural Information Processing (NeurIPS), to …, 2021
10 2021 Model uncertainty guides visual object tracking L Zhou, A Ledent, Q Hu, T Liu, J Zhang, M Kloft
Proceedings of the AAAI Conference on Artificial Intelligence 35 (4), 3581-3589, 2021
9 2021 Beyond smoothness: Incorporating low-rank analysis into nonparametric density estimation RA Vandermeulen, A Ledent
Advances in Neural Information Processing Systems 34, 12180-12193, 2021
6 2021 Fine-grained generalization analysis of vector-valued learning L Wu, A Ledent, Y Lei, M Kloft
Proceedings of the AAAI Conference on Artificial Intelligence 35 (12), 10338 …, 2021
6 2021 Fine-grained analysis of structured output prediction W Mustafa, Y Lei, A Ledent, M Kloft
International Joint Conferences on Artificial Intelligence 30, 2841, 2021
6 * 2021 An empirical study of the discreteness prior in low-rank matrix completion R Alves*, A Ledent*, R Assunção, M Kloft
NeurIPS 2020 Workshop on Pre-registration in Machine Learning, 111-125, 2021
4 2021 Uncertainty-adjusted recommendation via matrix factorization with weighted losses R Alves*, A Ledent*, M Kloft
IEEE Transactions on Neural Networks and Learning Systems, 2023
3 2023 Burst-induced multi-armed bandit for learning recommendation R Alves, A Ledent, M Kloft
Proceedings of the 15th ACM Conference on Recommender Systems, 292-301, 2021
3 2021 Learning Interpretable Concept Groups in CNNs S Varshneya, A Ledent, RA Vandermeulen, Y Lei, M Enders, D Borth, ...
30th International Joint Conference on Artificial Intelligence (IJCAI), 2021
3 2021 Recommendations with minimum exposure guarantees: A post-processing framework R Lopes, R Alves, A Ledent, RLT Santos, M Kloft
Expert Systems with Applications 236, 121164, 2024
2 2024 Generalization bounds for inductive matrix completion in low-noise settings A Ledent, R Alves, Y Lei, Y Guermeur, M Kloft
Proceedings of the AAAI Conference on Artificial Intelligence 37 (7), 8447-8455, 2023
2 2023 Improved Generalisation Bounds for Deep Learning Through Covering Numbers A Ledent, Y Lei, M Kloft
NeurIPS workshop on Machine Learning with Guarantees, 2019
1 2019 Are you here to stay? disentangling the loyal audience from the curious on social media R Alves, A Ledent, RM Assuncao, PV de Melo, M Kloft
Submitted to: The 30th ACM International Conference on Information and …, 2018
1 2018 Non-vacuous Generalization Bounds for Adversarial Risk in Stochastic Neural Networks W Mustafa, P Liznerski, A Ledent, D Wagner, P Wang, M Kloft
International Conference on Artificial Intelligence and Statistics, 4528-4536, 2024
2024 Context-Aware REpresentation: Jointly Learning Item Features and Selection From Triplets R Alves, A Ledent
IEEE Transactions on Neural Networks and Learning Systems, 2024
2024 Uncertainty-adjusted Inductive Matrix Completion with Graph Neural Networks P Kasalicky, A Ledent, R Alves
Proceedings of the 17th ACM Conference on Recommender Systems, 1169-1174, 2023
2023 Kusuoka-Stroock type bounds for densities related to low-dimensional projections of high-dimensional SDE A Ledent
PhD Thesis, University of Luxembourg, Esch-sur-Alzette, Luxembourg, 2017
2017