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EML-CD: Causal Mechanism Recovery via EML Symbolic Trees in Structure Learning

arXiv:2606.05942v1 Announce Type: cross Abstract: Neural network (NN)-based nonlinear causal discovery methods recover DAG structure but leave each causal mechanism as a black box. Waxman et al. argued that extracting causal mechanisms from NN weights is ill-posed. We propose EML-CD, a framework that integrates the EML operator (capable of composing elementary functions from a single binary operator) into causal structure learning, with interpretable mechanism recovery as the primary objective.

arXiv CS 5d ago

Nottingham stabbing survivors 'did not receive basic rights as victims' after three killed

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The Guardian UK 7d ago

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