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neural differential equation

36 papers

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Also known as

NDE

Co-occurring keywords

dynamical system (398) irregular time series (21) controlled differential equation (11) graph neural network (3962) stochastic differential equation (181) recurrent neural network (1790) time series (435) continuous-time model (20) neural network (6616) neural ordinary differential equation (139)

Papers

Differentiable Multiple Shooting Layers NIPS 2021
"Hey, that’s not an ODE": Faster ODE Adjoints via Seminorms ICML 2021
Inferring Latent Dynamics Underlying Neural Population Activity via Neural Differential Equations ICML 2021
Neural Rough Differential Equations for Long Time Series ICML 2021
Continuous-Time Attention for Sequential Learning AAAI 2021
Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics ICML 2021
A variational approximation for analyzing the dynamics of panel data UAI 2021
Framing RNN as a kernel method: A neural ODE approach NIPS 2021
Neural Hybrid Automata: Learning Dynamics With Multiple Modes and Stochastic Transitions NIPS 2021
Neural Controlled Differential Equations for Irregular Time Series NIPS 2020
Neural Jump Stochastic Differential Equations NIPS 2019