TY - JOUR T1 - A Sparse Transformer-Enhanced Graph Convolutional Model for Robust Node Importance Ranking in Complex Networks JO - IEEE Transactions on Network Science and Engineering UR - https://doi.org/10.1109/tnse.2025.3614439 PY - 2025/09/26 AU - Huang R AU - Zhou S AU - Li P AU - Yang K AU - Chen Z AU - He J AU - Chu X AU - Zhou Z AU - Zhai G ED - DO - DOI: 10.1109/tnse.2025.3614439 PB - Institute of Electrical and Electronics Engineers (IEEE) SP - 1 EP - 21 Y2 - 2025/10/23 ER -