cDEEP combines neural causal discovery with an encoder-decoder predictor to predict six ICU outcomes using only discovered causal variables, reporting improved out-of-distribution performance and explicit causal pathway explanations.
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Causally-informed Deep Learning towards Explainable and Generalizable Outcomes Prediction in Critical Care
cDEEP combines neural causal discovery with an encoder-decoder predictor to predict six ICU outcomes using only discovered causal variables, reporting improved out-of-distribution performance and explicit causal pathway explanations.