Author

Xi Zhang

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Jul 2026

Towards the Explainability of Temporal Graph Networks via Memory Backtracking and Topological Attribution

Experiments show that this method provides faithful explanations and outperforms state-of-the-art baselines on temporal graph datasets, spanning node property prediction, link prediction tasks and graph classification tasks.

Yazheng Liu, Xi Zhang, Si-Hong Xie et al. · arXiv.org · 0 citations