Parametric model reduction of mean-field and stochastic systems via
higher-order action matchingNeural Information Processing Systems (NeurIPS), 2024 |
Score-based Neural Ordinary Differential Equations for Computing Mean Field Control ProblemsJournal of Computational Physics (JCP), 2024 |
Score-based Transport Modeling for Mean-Field Fokker-Planck EquationsJournal of Computational Physics (JCP), 2023 |
Entropy-dissipation Informed Neural Network for McKean-Vlasov Type PDEsNeural Information Processing Systems (NeurIPS), 2023 |
Self-Consistent Velocity Matching of Probability FlowsNeural Information Processing Systems (NeurIPS), 2023 |
Normalizing flow neural networks by JKO schemeNeural Information Processing Systems (NeurIPS), 2022 |
FP-Diffusion: Improving Score-based Diffusion Models by Enforcing the
Underlying Score Fokker-Planck EquationInternational Conference on Machine Learning (ICML), 2022 |