Lounici, Karim

9 publications

ICML 2025 Laplace Transform Based Low-Complexity Learning of Continuous Markov Semigroups Vladimir R Kostic, Karim Lounici, Hélène Halconruy, Timothée Devergne, Pietro Novelli, Massimiliano Pontil

ICML 2024 Consistent Long-Term Forecasting of Ergodic Dynamical Systems Vladimir R Kostic, Karim Lounici, Prune Inzerilli, Pietro Novelli, Massimiliano Pontil

ICLR 2024 Learning Invariant Representations of Time-Homogeneous Stochastic Dynamical Systems Vladimir R Kostic, Pietro Novelli, Riccardo Grazzi, Karim Lounici, Massimiliano Pontil

NeurIPS 2024 Learning the Infinitesimal Generator of Stochastic Diffusion Processes Vladimir R. Kostic, Karim Lounici, Hélène Halconruy, Timothée Devergne, Massimiliano Pontil

NeurIPS 2024 Neural Conditional Probability for Uncertainty Quantification Vladimir R. Kostic, Karim Lounici, Grégoire Pacreau, Giacomo Turri, Pietro Novelli, Massimiliano Pontil

AISTATS 2023 Multi-Task Representation Learning with Stochastic Linear Bandits Leonardo Cella, Karim Lounici, Grégoire Pacreau, Massimiliano Pontil

NeurIPS 2023 Robust Covariance Estimation with Missing Values and Cell-Wise Contamination Grégoire Pacreau, Karim Lounici

NeurIPS 2023 Sharp Spectral Rates for Koopman Operator Learning Vladimir Kostic, Karim Lounici, Pietro Novelli, Massimiliano Pontil

COLT 2009 Taking Advantage of Sparsity in Multi-Task Learning Karim Lounici, Massimiliano Pontil, Alexandre B. Tsybakov, Sara A. van de Geer