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20242026
most citedGraph Neural Network Causal Explanation via Neural Causal Models

2 citations · 2 across the 2 of their papers we have counts for

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cs.LG2025

Measure-Theoretic Anti-Causal Representation Learning

Arman Behnam, Binghui Wang

Causal representation learning in the anti-causal setting (labels cause features rather than the reverse) presents unique challenges requiring specialized approaches. We propose An…

cs.LG2024★ 2 cited

Graph Neural Network Causal Explanation via Neural Causal Models

Arman Behnam, Binghui Wang

Graph neural network (GNN) explainers identify the important subgraph that ensures the prediction for a given graph. Until now, almost all GNN explainers are based on association,…