Complement 发表于 2025-3-30 09:05:08
XInsight: Revealing Model Insights for GNNs with Flow-Based Explanationsly learn the maximum reward sample. We demonstrate XInsight by generating explanations for GNNs trained on two graph classification tasks: classifying mutagenic compounds with the MUTAG dataset and classifying acyclic graphs with a synthetic dataset that we have open-sourced. We show the utility of花争吵 发表于 2025-3-30 13:06:16
What Will Make Misinformation Spread: An XAI Perspective is proposed for predicting misinformation spread by leveraging GraphSAGE with heterogeneous graph convolution. Secondly, we propose an explanation module that uses gradient-based and perturbation-based methods, to identify what makes misinformation spread by explaining the trained prediction moduleBravado 发表于 2025-3-30 20:27:30
Conference proceedings 2023Chapters “Finding Spurious Correlations with Function-Semantic Contrast Analysis” and “Explaining Socio-Demographic and Behavioral Patterns of Vaccination Against the Swine Flu (H1N1) Pandemic” are available open access under a Creative Commons Attribution 4.0 International License via link.springer.com..Etymology 发表于 2025-3-30 21:04:11
https://doi.org/10.1007/978-3-031-44067-0artificial intelligence; interpretable machine learning; causal inference & explanations; argumentativeIVORY 发表于 2025-3-31 03:15:02
http://reply.papertrans.cn/32/3193/319288/319288_55.png花争吵 发表于 2025-3-31 07:23:54
1865-0929 of Vaccination Against the Swine Flu (H1N1) Pandemic” are available open access under a Creative Commons Attribution 4.0 International License via link.springer.com..978-3-031-44066-3978-3-031-44067-0Series ISSN 1865-0929 Series E-ISSN 1865-0937