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GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking

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By Ambuj Singh, Samidha Verma, Burouj Armgaan, Khushbu Pahwa
| arxiv.org
[Submitted on 3 Oct 2023 ( v1 ), last revised 14 Dec 2023 (this version, v2)] Title:GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking Download a PDF of the paper titled GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking, by Mert Kosan and 6 other authors Download PDF HTML (experimental) Abstract:Numerous explainability methods have been proposed to shed light on the inner workings of GNNs....
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