ISAAC auditing applied to three DTI models on the Davis benchmark finds 25% relative differences in causal reasoning scores despite nearly identical AUROC values.
Sanity checks for saliency maps
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ISAAC: Auditing Causal Reasoning in Deep Models for Drug-Target Interaction
ISAAC auditing applied to three DTI models on the Davis benchmark finds 25% relative differences in causal reasoning scores despite nearly identical AUROC values.