neural ode - neural sde

NeuralODE

1. Vanilla NeuralODE [paper] [code]
2. Augmented NeuralODE [paper] [code]
3. Second Order NeuralODE [paper] [code]
4. Heavy Ball NeuralODE [paper] [code]

NeuralODE in Graph

1. GRAND: Graph Neural Diffusion [paper] [code]
2. GRAND++: Graph Neural Diffusion with A Source Term [paper]

NeuralSDE

1. Neural SDE: Stabilizing Neural ODE Networks with Stochastic Noise [paper]
2. On Neural Differential Equations [paper]
3. Scalable Gradients for Stochastic Differential Equations [paper] [code]
4. Efficient and Accurate Gradients for Neural SDEs [paper] [code] [code]
5. Neural Stochastic Differential Equations: Deep Latent Gaussian Models in the Diffusion Limit [paper]
6. Neural SDEs as Infinite-Dimensional GANs [paper] [code]
7. Neural Stochastic Partial Differential Equations [paper]