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.
Additionally, prior works in neural stochastic differential equations [Kidger et al., 2021] enforce similar regularization strategies to maintain numerical sta- bility
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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.