Balanced Neural ODEs: nonlinear model order reduction and Koopman operator approximationsInternational Conference on Learning Representations (ICLR), 2024 |
Sparsity in Continuous-Depth Neural NetworksNeural Information Processing Systems (NeurIPS), 2022 |
TO-FLOW: Efficient Continuous Normalizing Flows with Temporal
Optimization adjoint with Moving SpeedComputer Vision and Pattern Recognition (CVPR), 2022 |
Infinitely Deep Bayesian Neural Networks with Stochastic Differential
EquationsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
Neural SDEs as Infinite-Dimensional GANsInternational Conference on Machine Learning (ICML), 2021 |