Sharper generalization bounds for pairwise learning Y Lei, A Ledent, M Kloft Advances in Neural Information Processing Systems 33, 21236-21246, 2020 | 24 | 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 | 20* | 2021 |
Orthogonal inductive matrix completion A Ledent, R Alves, M Kloft IEEE Transactions on Neural Networks and Learning Systems, 2021 | 8 | 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 | 7 | 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 | 5 | 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 | 4 | 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 | 3 | 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 | 3 | 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 | 2 | 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 | 2 | 2021 |
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 | 1 | 2021 |
Generalization Bounds for Inductive Matrix Completion in Low-noise Settings A Ledent, R Alves, Y Lei, Y Guermeur, M Kloft arXiv preprint arXiv:2212.08339, 2022 | | 2022 |
Fine-grained Generalization Analysis of Structured Output Prediction W Mustafa, Y Lei, A Ledent, M Kloft 30th International Joint Conference on Artificial Intelligence (IJCAI), 2021 | | 2021 |
Improved Generalisation Bounds for Deep Learning Through Covering Numbers A Ledent, Y Lei, M Kloft NeurIPS workshop on Machine Learning with Guarantees, 2019 | | 2019 |
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 |
Supplementary Material for “Fine-grained Generalisation Analysis of Inductive Matrix Completion” A Ledent, R Alves, Y Lei, M Kloft | | |
Recommendations with Minimum Exposure Guarantees: A Post-Processing Framework R Lopes, R Alves, A Ledent, R Santos, M Kloft Available at SSRN 4274780, 0 | | |