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Simpson, Nonlinear f 1 ( u1) = u1 f 2 ( x1, u2) = softplus ( 1 − x1) + √ 3 20 · u2 f 3 ( x1, x2, u3) = tanh ( 2 · x2) + 3 2 · x1 − 1 − tanh ( u3) f 4 ( x3, u4) = ( x3 − 4 ) 5 + 3 +

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Learning Structural Causal Models from Ordering: Identifiable Flow Models

cs.LG · 2024-12-13 · conditional · novelty 6.0

A flow-matching method learns identifiable structural causal models from observational data and a variable ordering, making interventional and counterfactual queries fast and scalable.

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Learning Structural Causal Models from Ordering: Identifiable Flow Models cs.LG · 2024-12-13 · conditional · none · ref 2
A flow-matching method learns identifiable structural causal models from observational data and a variable ordering, making interventional and counterfactual queries fast and scalable.

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