Ledent, Antoine

16 publications

AAAI 2025 Explainable Neural Networks with Guarantee: A Sparse Estimation Approach Antoine Ledent, Peng Liu

AAAI 2025 Generalization Analysis for Deep Contrastive Representation Learning Nong Minh Hieu, Antoine Ledent, Yunwen Lei, Cheng Yeaw Ku

ICML 2025 Generalization Analysis for Supervised Contrastive Representation Learning Under Non-IID Settings Nong Minh Hieu, Antoine Ledent

NeurIPS 2025 Generalization Bounds for Rank-Sparse Neural Networks Antoine Ledent, Rodrigo Alves, Yunwen Lei

ICML 2024 Generalization Analysis of Deep Non-Linear Matrix Completion Antoine Ledent, Rodrigo Alves

IJCAI 2024 Interpretable Tensor Fusion Saurabh Varshneya, Antoine Ledent, Philipp Liznerski, Andriy Balinskyy, Purvanshi Mehta, Waleed Mustafa, Marius Kloft

AISTATS 2024 Non-Vacuous Generalization Bounds for Adversarial Risk in Stochastic Neural Networks Waleed Mustafa, Philipp Liznerski, Antoine Ledent, Dennis Wagner, Puyu Wang, Marius Kloft

AAAI 2023 Generalization Bounds for Inductive Matrix Completion in Low-Noise Settings Antoine Ledent, Rodrigo Alves, Yunwen Lei, Yann Guermeur, Marius Kloft

NeurIPS 2021 Beyond Smoothness: Incorporating Low-Rank Analysis into Nonparametric Density Estimation Robert A Vandermeulen, Antoine Ledent

NeurIPS 2021 Fine-Grained Generalization Analysis of Inductive Matrix Completion Antoine Ledent, Rodrigo Alves, Yunwen Lei, Marius Kloft

IJCAI 2021 Fine-Grained Generalization Analysis of Structured Output Prediction Waleed Mustafa, Yunwen Lei, Antoine Ledent, Marius Kloft

AAAI 2021 Fine-Grained Generalization Analysis of Vector-Valued Learning Liang Wu, Antoine Ledent, Yunwen Lei, Marius Kloft

IJCAI 2021 Learning Interpretable Concept Groups in CNNs Saurabh Varshneya, Antoine Ledent, Robert A. Vandermeulen, Yunwen Lei, Matthias Enders, Damian Borth, Marius Kloft

AAAI 2021 Model Uncertainty Guides Visual Object Tracking Lijun Zhou, Antoine Ledent, Qintao Hu, Ting Liu, Jianlin Zhang, Marius Kloft

AAAI 2021 Norm-Based Generalisation Bounds for Deep Multi-Class Convolutional Neural Networks Antoine Ledent, Waleed Mustafa, Yunwen Lei, Marius Kloft

NeurIPS 2020 Sharper Generalization Bounds for Pairwise Learning Yunwen Lei, Antoine Ledent, Marius Kloft