Sharper generalization bounds for pairwise learning Y Lei*, A Ledent*, M Kloft Advances in Neural Information Processing Systems 33, 21236-21246, 2020 | 45 | 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 | 30* | 2021 |
Orthogonal inductive matrix completion A Ledent*, R Alves*, M Kloft IEEE Transactions on Neural Networks and Learning Systems, 2021 | 18 | 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 | 10 | 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 | 9* | 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 | 9 | 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 | 8 | 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 | 7 | 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 | 5 | 2023 |
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 | 5 | 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 | 5 | 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 | 4 | 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 | 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 |
Interpretable Tensor Fusion S Varshneya, A Ledent, P Liznerski, A Balinskyy, P Mehta, W Mustafa, ... Proceedings of the Thirty-Third International Joint Conference on Artificial …, 2024 | 1 | 2024 |
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 | 1 | 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 | 1 | 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 | 1 | 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 |