Reinforced Causal Explainer for Graph Neural Networks

Reinforced Causal Explainer for Graph Neural Networks

23 April 2022

Xiang Wang

Papers citing "Reinforced Causal Explainer for Graph Neural Networks"

13 / 13 papers shown

Title
On the Probability of Necessity and Sufficiency of Explaining Graph Neural Networks: A Lower Bound Optimization Approach Ruichu Cai Yuxuan Zhu Xuexin Chen Yuan Fang Min-man Wu Jie Qiao Zhifeng Hao 59 7 0 31 Dec 2024
MAGE: Model-Level Graph Neural Networks Explanations via Motif-based Graph Generation Zhaoning Yu Hongyang Gao 52 3 0 21 May 2024
D4Explainer: In-Distribution GNN Explanations via Discrete Denoising Diffusion Jialin Chen Shirley Wu Abhijit Gupta Rex Ying DiffM 42 5 0 30 Oct 2023
Unstructured and structured data: Can we have the best of both worlds with large language models? W. Tan 39 1 0 25 Apr 2023
CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis Kaizhong Zheng Shujian Yu Badong Chen CML 52 32 0 04 Jan 2023
GANExplainer: GAN-based Graph Neural Networks Explainer Yiqiao Li Jianlong Zhou Boyuan Zheng Fang Chen LLMAG 55 4 0 30 Dec 2022
A Comprehensive Survey on Enterprise Financial Risk Analysis from Big Data Perspective Yu Zhao Huaming Du Qing Li Fuzhen Zhuang Ji Liu Gang Kou Gang Kou 39 1 0 28 Nov 2022
A Survey of Explainable Graph Neural Networks: Taxonomy and Evaluation Metrics Yiqiao Li Jianlong Zhou Sunny Verma Fang Chen XAI 55 39 0 26 Jul 2022
Let Invariant Rationale Discovery Inspire Graph Contrastive Learning Changhao Nai Xiang Wang An Zhang Y. Wu Xiangnan He Tat-Seng Chua 29 94 0 16 Jun 2022
MotifExplainer: a Motif-based Graph Neural Network Explainer Zhaoning Yu Hongyang Gao 46 15 0 01 Feb 2022
Discovering Invariant Rationales for Graph Neural Networks Yingmin Wu Xiang Wang An Zhang Xiangnan He Tat-Seng Chua OOD AI4CE 111 225 0 30 Jan 2022
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 189 923 0 02 Mar 2020
Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation Jiaxuan You Bowen Liu Rex Ying Vijay S. Pande J. Leskovec GNN 215 887 0 07 Jun 2018