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Proposes PEACE, a knowledge-guided framework for transferring adult ECG interpretation to pediatric populations using label-conditioned contrastive alignment, achieving significant improvements under limited supervision.
This paper presents KGRL, a neuro-symbolic algorithm that uses domain knowledge expressed in Datalog to prune actions and constrain parameters in Parametrized Action Markov Decision Processes, improving sample efficiency and episodic return over state-of-the-art baselines.