@article{factormclsmultiagentlearningsystemwith, title = {Factor-MCLS: Multi-agent learning system with reward factor matrix and multi-critic framework for dynamic portfolio optimization}, author = {Ruoyu Sun and Angelos Stefanidis and Zhengyong Jiang and Jionglong Su}, year = {2025}, eprint = {2504.11874}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2504.11874v1}, }