Integrating Federated Learning for Improved Counterfactual Explanations in Clinical Decision Support Systems for Sepsis Therapy

Christoph Duesing,Philipp Cimiano, Sebastian Rehberg, Christiane Scherer,Olaf Kaup, Christiane Koester, Stefan Hellmich, Daniel Herrmann, Kirsten Laura Meier, Simon Classen,Rainer Borgstedt

Artificial Intelligence in Medicine（2025）

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Counterfactual explanations,Federated learning,Clinical decision support,Generative models,Sepsis

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