SCDM: Scalable Causal Discovery in Nonlinear Temporal Systems with Meta-Learning

What this work does

SCDM shares a nonlinear predictor and causal-strength matrix across target-variable prediction tasks. Episodic training samples targets to reduce computation, while separate graph readouts produce directed predictive scores.