controlled differential equation

State-Derivative-Aware Neural Controlled Differential Equations for Multivariate Time Series Anomaly Detection and Diagnosis AAAI 2026 Dynamic Survival Analysis with Controlled Latent States ICML 2024 Log Neural Controlled Differential Equations: The Lie Brackets Make A Difference ICML 2024 On the Generalization and Approximation Capacities of Neural Controlled Differential Equations ICLR 2024 Hawkes Process Based on Controlled Differential Equations IJCAI 2023 Learning the Dynamics of Sparsely Observed Interacting Systems ICML 2023 Neural signature kernels as infinite-width-depth-limits of controlled ResNets ICML 2023 Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations ICML 2022 Graph Neural Controlled Differential Equations for Traffic Forecasting AAAI 2022 GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks NeurIPS 2022 Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules NeurIPS 2022 Neural Rough Differential Equations for Long Time Series ICML 2021 Policy Analysis using Synthetic Controls in Continuous-Time ICML 2021 Neural Controlled Differential Equations for Irregular Time Series NeurIPS 2020