Make Optimization Once and for All with Fine-grained Guidance. - Mingjia Shi; Ruihan Lin; Xuxi Chen; Yuhao Zhou; Zezhen Ding; Pingzhi Li; Tong Wang; Kai Wang 036; Zhangyang Wang; Jiheng Zhang; Tianlong Chen 001 (CoRR, 2025)