An Explainer for Temporal Graph Neural Networks

An Explainer for Temporal Graph Neural Networks

2 September 2022

Papers citing "An Explainer for Temporal Graph Neural Networks"

11 / 11 papers shown

Title
STX-Search: Explanation Search for Continuous Dynamic Spatio-Temporal Models Saif Anwar Nathan Griffiths T. Popham A. Bhalerao AI4TS LRM 67 0 0 06 Mar 2025
RW-NSGCN: A Robust Approach to Structural Attacks via Negative Sampling Shuqi He Jun Zhuang Ding Wang Jun Song AAML 35 0 0 13 Aug 2024
Learning-Based Link Anomaly Detection in Continuous-Time Dynamic Graphs Tim Postuvan Claas Grohnfeldt Michele Russo Giulio Lovisotto 32 2 0 28 May 2024
Detecting Complex Multi-step Attacks with Explainable Graph Neural Network Wei Liu Peng Gao Haotian Zhang Kejian Li Weiyong Yang Xingshen Wei Shuji Wu AAML 33 0 0 18 May 2024
GreeDy and CoDy: Counterfactual Explainers for Dynamic Graphs Zhan Qu Daniel Gomm Michael Färber CML FAtt 39 1 0 25 Mar 2024
Comprehensive evaluation of Mal-API-2019 dataset by machine learning in malware detection Zhenglin Li Haibei Zhu Houze Liu Jintong Song Qishuo Cheng 62 15 0 04 Mar 2024
Optimizing Ego Vehicle Trajectory Prediction: The Graph Enhancement Approach Sushil Sharma Aryan Singh Ganesh Sistu M. Halton Ciarán Eising 24 1 0 20 Dec 2023
TempME: Towards the Explainability of Temporal Graph Neural Networks via Motif Discovery Jialin Chen Rex Ying AI4TS 27 21 0 30 Oct 2023
A Survey on Explainability of Graph Neural Networks Jaykumar Kakkad Jaspal Jannu Kartik Sharma Charu C. Aggarwal Sourav Medya 30 24 0 02 Jun 2023
Structural Explanations for Graph Neural Networks using HSIC Ayato Toyokuni Makoto Yamada 27 1 0 04 Feb 2023
Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities Antonio Longa Veronica Lachi G. Santin Monica Bianchini Bruno Lepri Pietro Lio F. Scarselli Andrea Passerini AI4CE 28 50 0 02 Feb 2023