@article{polcastochasticgenerativeoptimizationwit, title = {POLCA: Stochastic Generative Optimization with LLM}, author = {Xuanfei Ren and Allen Nie and Tengyang Xie and Ching-An Cheng}, year = {2026}, eprint = {2603.14769}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.14769}, }