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An axiomatic characterization of causal counterfactuals

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Estimating Probabilities of Causation with Machine Learning Models

cs.AI · 2025-02-13 · conditional · novelty 4.0

On a synthetic causal model, a multilayer perceptron with the Mish activation function predicts the lower and upper bounds of the probability of necessity and sufficiency for subpopulations with limited data, reaching a mean absolute error of about 0.02.

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  • Estimating Probabilities of Causation with Machine Learning Models cs.AI · 2025-02-13 · conditional · none · ref 6

    On a synthetic causal model, a multilayer perceptron with the Mish activation function predicts the lower and upper bounds of the probability of necessity and sufficiency for subpopulations with limited data, reaching a mean absolute error of about 0.02.