Graph-level pseudotime plus neural stochastic differential equations applied to 23 mouse retinas reports sensitive pathways, stability rankings, and a step-4 bifurcation, but the trajectory encodes the severity labels used to construct it.
We start by discretizing the SDE with a small step ∆t, we obtain: x(t + ∆t) = x(t) + ψθ(x(t), t)∆t + ξϕ(x(t), t)∆B(t)
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Graph Pseudotime Analysis and Neural Stochastic Differential Equations for Analyzing Retinal Degeneration Dynamics and Beyond
Graph-level pseudotime plus neural stochastic differential equations applied to 23 mouse retinas reports sensitive pathways, stability rankings, and a step-4 bifurcation, but the trajectory encodes the severity labels used to construct it.