@article{evofsmcontrollableselfevolutionfordeepre, title = {EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines}, author = {Shuo Zhang and Chaofa Yuan and Ryan Guo and Xiaomin Yu and Rui Xu and Zhangquan Chen and Zinuo Li and Zhi Yang and Shuhao Guan and Zhenheng Tang and Sen Hu and Liwen Zhang and Ronghao Chen and Huacan Wang}, year = {2026}, eprint = {2601.09465}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.09465}, }