| 2026 | AAAI | Generalization Bounds for Semi-supervised Matrix Completion with Distributional Side Information. | Antoine Ledent, Mun Chong Soo, Nong Minh Hieu |
| 2025 | AAAI | Generalization Analysis for Deep Contrastive Representation Learning. | Nong Minh Hieu, Antoine Ledent, Yunwen Lei, Cheng Yeaw Ku |
| 2025 | AAAI | Explainable Neural Networks with Guarantee: A Sparse Estimation Approach. | Antoine Ledent, Peng Liu |
| 2025 | ICML | Generalization Analysis for Supervised Contrastive Representation Learning under Non-IID Settings. | Nong Minh Hieu, Antoine Ledent |
| 2025 | RecSys | Probabilistic Modeling, Learnability and Uncertainty Estimation for Interaction Prediction in Movie Rating Datasets. | Jennifer Poernomo, Nicole Gabrielle Lee Tan, Rodrigo Alves, Antoine Ledent |
| 2025 | RecSys | Recurrent Autoregressive Linear Model for Next-Basket Recommendation. | Tereza Zmeskalov, Antoine Ledent, Martin Spisk, Pavel Kordk, Rodrigo Alves |
| 2024 | AISTATS | Non-vacuous Generalization Bounds for Adversarial Risk in Stochastic Neural Networks. | Waleed Mustafa, Philipp Liznerski, Antoine Ledent, Dennis Wagner, Puyu Wang, Marius Kloft |
| 2024 | ICML | Generalization Analysis of Deep Non-linear Matrix Completion. | Antoine Ledent, Rodrigo Alves |
| 2024 | IJCAI | Interpretable Tensor Fusion. | Saurabh Varshneya, Antoine Ledent, Philipp Liznerski, Andriy Balinskyy, Purvanshi Mehta, Waleed Mustafa, Marius Kloft |
| 2024 | WWW | Unraveling the Dynamics of Stable and Curious Audiences in Web Systems. | Rodrigo Alves, Antoine Ledent, Renato Assuno, Pedro O. S. Vaz de Melo, Marius Kloft |
| 2023 | AAAI | Generalization Bounds for Inductive Matrix Completion in Low-Noise Settings. | Antoine Ledent, Rodrigo Alves, Yunwen Lei, Yann Guermeur, Marius Kloft |
| 2023 | RecSys | Uncertainty-adjusted Inductive Matrix Completion with Graph Neural Networks. | Petr Kasalick, Antoine Ledent, Rodrigo Alves |
| 2021 | AAAI | Norm-Based Generalisation Bounds for Deep Multi-Class Convolutional Neural Networks. | Antoine Ledent, Waleed Mustafa, Yunwen Lei, Marius Kloft |
| 2021 | AAAI | Fine-grained Generalization Analysis of Vector-Valued Learning. | Liang Wu, Antoine Ledent, Yunwen Lei, Marius Kloft |
| 2021 | AAAI | Model Uncertainty Guides Visual Object Tracking. | Lijun Zhou, Antoine Ledent, Qintao Hu, Ting Liu, Jianlin Zhang, Marius Kloft |
| 2021 | IJCAI | Fine-grained Generalization Analysis of Structured Output Prediction. | Waleed Mustafa, Yunwen Lei, Antoine Ledent, Marius Kloft |
| 2021 | IJCAI | Learning Interpretable Concept Groups in CNNs. | Saurabh Varshneya, Antoine Ledent, Robert A. Vandermeulen, Yunwen Lei, Matthias Enders, Damian Borth, Marius Kloft |
| 2021 | RecSys | Burst-induced Multi-Armed Bandit for Learning Recommendation. | Rodrigo Alves, Antoine Ledent, Marius Kloft |