@article{deliberateevolutionagenticreasoningforsa, title = {Deliberate Evolution: Agentic Reasoning for Sample-Efficient Symbolic Regression with LLMs}, author = {Xinyu Pang and Zhanke Zhou and Xuan Li and Fangrui Lv and Shanshan Wei and Sen Cui and Bo Han and Changshui Zhang}, year = {2026}, eprint = {2606.04360}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.04360}, }