conftrace_

dynamical system

398 papers

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DS

Co-occurring keywords

neural network (6616) recurrent neural network (1790) gaussian process (1200) variational inference (2069) time series (435) neural ordinary differential equation (139) graph neural network (3962) ordinary differential equation (139) koopman operator (38) bayesian inference (1907)

Papers

ModLaNets: Learning Generalisable Dynamics via Modularity and Physical Inductive Bias ICML 2022
Finite Sample Analysis Of Dynamic Regression Parameter Learning NIPS 2022
Safety Guarantees for Neural Network Dynamic Systems via Stochastic Barrier Functions NIPS 2022
Neural Stochastic Control NIPS 2022
Neural Piecewise-Constant Delay Differential Equations AAAI 2022
Hyperverlet: A Symplectic Hypersolver for Hamiltonian Systems AAAI 2022
Unravelling the Performance of Physics-informed Graph Neural Networks for Dynamical Systems NIPS 2022
On the Sample Complexity of Stabilizing LTI Systems on a Single Trajectory NIPS 2022
Taylor-Lagrange Neural Ordinary Differential Equations: Toward Fast Training and Evaluation of Neural ODEs IJCAI 2022
Learning interacting dynamical systems with latent Gaussian process ODEs NIPS 2022
Implicit Regularization in Hierarchical Tensor Factorization and Deep Convolutional Neural Networks ICML 2022
A Dynamical System Perspective for Lipschitz Neural Networks ICML 2022
Embed and Emulate: Learning to estimate parameters of dynamical systems with uncertainty quantification NIPS 2022
Neural Laplace: Learning diverse classes of differential equations in the Laplace domain ICML 2022
Distilling Governing Laws and Source Input for Dynamical Systems from Videos IJCAI 2022
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems ICML 2022
Capturing actionable dynamics with structured latent ordinary differential equations UAI 2022
Breaking the Convergence Barrier: Optimization via Fixed-Time Convergent Flows AAAI 2022
Variational Mixtures of ODEs for Inferring Cellular Gene Expression Dynamics ICML 2022
On the difficulty of learning chaotic dynamics with RNNs NIPS 2022
Learning Deep Input-Output Stable Dynamics NIPS 2022
Robustness of model predictions under extension UAI 2022
ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models JMLR 2022
Self-Consistent Dynamical Field Theory of Kernel Evolution in Wide Neural Networks NIPS 2022
Neural Lyapunov Control of Unknown Nonlinear Systems with Stability Guarantees NIPS 2022