@article{fromknowingtodoingamemorycontrolledbench,
  title = {From Knowing to Doing: A Memory-Controlled Benchmark for LLM Trading Agents on Stock Markets},
  author = {Taojie Zhu and Wentao Zhao and Rui Sun and Beidi Luan and Jiacheng Lu and Sinuo Wang and Jing Li and Daxin Jiang and Yonghong He and Zuo Bai},
  year = {2026},
  eprint = {2605.28359},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.28359},
}