nonlinear dynamics

Revealing the Excitation Causality between Climate and Political Violence via a Neural Forward-Intensity Poisson Process IJCAI 2022 Single Trajectory Nonparametric Learning of Nonlinear Dynamics COLT 2022 A Data Driven, Convex Optimization Approach to Learning Koopman Operators L4DC 2021 Characterizing Deep Gaussian Processes via Nonlinear Recurrence Systems AAAI 2021 Interpretable Models for Granger Causality Using Self-explaining Neural Networks ICLR 2021 Learning Stochastic Behaviour from Aggregate Data ICML 2021 Learning the Dynamics of Time Delay Systems with Trainable Delays L4DC 2021 Nonlinear Data-Enabled Prediction and Control L4DC 2021 Nonlinear state-space identification using deep encoder networks L4DC 2021 Online Learning and Control of Complex Dynamical Systems from Sensory Input NeurIPS 2021 Physics-informed Spline Learning for Nonlinear Dynamics Discovery IJCAI 2021 Scalable and Safe Multi-Agent Motion Planning with Nonlinear Dynamics and Bounded Disturbances AAAI 2021 Black-Box Inference for Non-Linear Latent Force Models AISTATS 2020 Forecasting Sequential Data Using Consistent Koopman Autoencoders ICML 2020 Hierarchical Decomposition of Nonlinear Dynamics and Control for System Identification and Policy Distillation L4DC 2020 Inferring Degrees from Incomplete Networks and Nonlinear Dynamics IJCAI 2020 True Nonlinear Dynamics from Incomplete Networks AAAI 2020 Bayesian Parameter Estimation for Nonlinear Dynamics Using Sensitivity Analysis IJCAI 2019 Local Koopman Operators for Data-Driven Control of Robotic Systems RSS 2019 Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations JMLR 2018 oi-VAE: Output Interpretable VAEs for Nonlinear Group Factor Analysis ICML 2018 A Disentangled Recognition and Nonlinear Dynamics Model for Unsupervised Learning NeurIPS 2017 Nonlinear Hybrid Planning with Deep Net Learned Transition Models and Mixed-Integer Linear Programming IJCAI 2017 Interpretable Nonlinear Dynamic Modeling of Neural Trajectories NeurIPS 2016 DeepMPC: Learning Deep Latent Features for Model Predictive Control RSS 2015