dynamical system

Safety Guarantees for Neural Network Dynamic Systems via Stochastic Barrier Functions NeurIPS 2022 Self-Consistent Dynamical Field Theory of Kernel Evolution in Wide Neural Networks NeurIPS 2022 Single Trajectory Nonparametric Learning of Nonlinear Dynamics COLT 2022 Sparsity in Continuous-Depth Neural Networks NeurIPS 2022 Statistical Optimality and Stability of Tangent Transform Algorithms in Logit Models JMLR 2022 Stiffness-aware neural network for learning Hamiltonian systems ICLR 2022 Taylor-Lagrange Neural Ordinary Differential Equations: Toward Fast Training and Evaluation of Neural ODEs IJCAI 2022 The Dynamics of Riemannian Robbins-Monro Algorithms COLT 2022 Theoretically Provable Spiking Neural Networks NeurIPS 2022 Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems ICML 2022 Unravelling the Performance of Physics-informed Graph Neural Networks for Dynamical Systems NeurIPS 2022 Using time-series privileged information for provably efficient learning of prediction models AISTATS 2022 Variational Mixtures of ODEs for Inferring Cellular Gene Expression Dynamics ICML 2022 12-Lead ECG Reconstruction via Koopman Operators ICML 2021 A Data Driven, Convex Optimization Approach to Learning Koopman Operators L4DC 2021 A Dynamical View on Optimization Algorithms of Overparameterized Neural Networks AISTATS 2021 Analysis of the Optimization Landscape of Linear Quadratic Gaussian (LQG) Control L4DC 2021 A teacher-student framework to distill future trajectories ICLR 2021 Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting ICLR 2021 Bayesian Dynamic Mode Decomposition with Variational Matrix Factorization AAAI 2021 Bifurcation Spiking Neural Network JMLR 2021 Bridging Physics-based and Data-driven modeling for Learning Dynamical Systems L4DC 2021 CDRNN: Discovering Complex Dynamics in Human Language Processing ACL 2021 Charting and Navigating the Space of Solutions for Recurrent Neural Networks NeurIPS 2021 Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features NeurIPS 2021