@article{assessingandenhancinggraphneuralnetworks, title = {Assessing and Enhancing Graph Neural Networks for Combinatorial Optimization: Novel Approaches and Application in Maximum Independent Set Problems}, author = {Chenchuhui Hu}, year = {2024}, eprint = {2411.05834}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2411.05834v1}, }