GNNRL-Smoothing: A prior-free reinforcement learning model for mesh optimization

Published in Neural Networks, 2025

Zhichao Wang, Xinhai Chen, Chunye Gong, Bo Yang, Liang Deng, Yufei Sun, Yufei Pang, Jie Liu

@article{WANG2026108235,
title = {GNNRL-smoothing: A prior-free reinforcement learning model for mesh optimization},
journal = {Neural Networks},
volume = {195},
pages = {108235},
year = {2026},
issn = {0893-6080},
doi = {https://doi.org/10.1016/j.neunet.2025.108235},
url = {https://www.sciencedirect.com/science/article/pii/S0893608025011165},
author = {Zhichao Wang and Xinhai Chen and Chunye Gong and Bo Yang and Liang Deng and Yufei Sun and Yufei Pang and Xiang Zhang and Jie Liu},
keywords = {Mesh smoothing, Surface mesh, Graph neural network, Reinforcement learning},
}

Recommended citation: Wang, Z., Chen X, Gong C, et al. GNNRL-Smoothing: A prior-free reinforcement learning model for mesh optimization[J]. Neural Networks, 2025: 108235. (CAS Q2 Top, CCF-B, IF 6.3, Oct 19, 2025)
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