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ISTC-CNR & Sapienza University of Rome
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Agentic AI can actually *hurt* explanation quality for sophisticated "thinking" models analyzing physiological data, challenging the assumption that more complex reasoning always leads to better clinical insights.
Forget just deleting edges: XPlore uses gradients to intelligently tweak node features *and* add edges, unlocking more valid and faithful counterfactual explanations for GNNs.