@article{newsawaredirectreinforcementtradingforfi, title = {News-Aware Direct Reinforcement Trading for Financial Markets}, author = {Qing-Yu Lan and Zhan-He Wang and Jun-Qian Jiang and Yu-Tong Wang and Yun-Song Piao}, year = {2025}, eprint = {2510.19173}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.19173}, }