@article{mcceaframeworkformultillmcollaborativeco, title = {MCCE: A Framework for Multi-LLM Collaborative Search in Discrete Spaces with Similarity-Filtered Preference Learning}, author = {Nian Ran and Zhongzheng Li and Yue Wang and Qingsong Ran and Xiaoyuan Zhang and Shikun Feng and Richard Allmendinger and Xiaoguang Zhao}, year = {2025}, eprint = {2510.06270}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.06270}, }