@article{learningtoideateformachinelearningengine, title = {Learning to Ideate for Machine Learning Engineering Agents}, author = {Yunxiang Zhang and Kang Zhou and Zhichao Xu and Kiran Ramnath and Yun Zhou and Sangmin Woo and Haibo Ding and Lin Lee Cheong}, year = {2026}, eprint = {2601.17596}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.17596}, }