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EvolveTrust: evolving graph neural network for trust assessment in time-aware social networks | Synapse
March 3, 2026
EvolveTrust: evolving graph neural network for trust assessment in time-aware social networks
JW
Jie Wen
University of South China
NJ
Nan Jiang
HZ
Hualin Zhan
Australian National University
Key Points
The study demonstrates effective trust assessment using a graph neural network that adapts over time.
Key evidence shows that EvolveTrust outperforms traditional models with a 20% increase in accuracy.
Analysis of time-aware relationships reveals critical insights into how trust dynamics evolve in social networks.
The findings may enable more secure interactions in online communities; further implementation is needed.
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Wen et al. (Tue,) studied this question.
synapsesocial.com/papers/69a761bfc6e9836116a2fcdd
https://doi.org/https://doi.org/10.1007/s13042-025-02936-y
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