Marylou Gabrié
9
Documents
Publications
Publications
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A theoretical perspective on mode collapse in variational inferenceMachine Learning: Science and Technology, 2025, 6 (2), pp.025056. ⟨10.1088/2632-2153/adde2a⟩ |
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Sampling metastable systems using collective variables and Jarzynski-Crooks pathsJournal of Computational Physics, 2025, 527, pp.113806. ⟨10.1016/j.jcp.2025.113806⟩ |
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Coarse Grained Molecular Dynamics with Normalizing FlowsJournal of Chemical Theory and Computation, 2024, 20 (18), pp.7796-7805. ⟨10.1021/acs.jctc.4c00700⟩ |
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flowMC: Normalizing flow enhanced sampling package for probabilistic inference in JAXJournal of Open Source Software, 2023, 8 (83), pp.5021. ⟨10.21105/joss.05021⟩ |
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Learned Reference-based Diffusion Sampler for multi-modal distributionsThe Thirteenth International Conference on Learning Representations, Apr 2025, Singapour, France |
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Optimizing Markov Chain Monte Carlo Convergence with Normalizing Flows and Gibbs SamplingNeurIPS 2023 AI for Science Workshop, Dec 2023, New Orleans, LA, USA, United States |
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Annealing in variational inference mitigates mode collapse: A theoretical study on Gaussian mixtures2026 |
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Efficient Monte-Carlo sampling of metastable systems using non-local collective variable updates2025 |
Riemannian Stochastic Interpolants for Amorphous Particle Systems2026 |
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