Resources

FinRL Contest Paper

The paper summarizes the series of FinRL Contests from 2023 to 2025, including different trading tasks, starter kits, benchmark protocol, and performance. Feel free to read the paper here and get ideas from baselines and winners’ solutions.

Keyi Wang, Nikolaus Holzer, Ziyi Xia, Yupeng Cao, Jiechao Gao, Anwar Walid, Kairong Xiao, and Xiao-Yang Liu Yanglet. FinRL Contests: Benchmarking data-driven financial reinforcement learning agents. Wiley Artificial Intelligence for Engineering, 2025.

FinRL Trading Agents Blog

New to FinRL? Start your journey by reading our blog about FinRL trading agents.

FinRL Contests

FinRL Contest 2025: Contest Website; Github

FinRL Contest 2024: Contest Website; Github

FinRL Contest 2023: Contest Website; Github

FinAI Contest Documentation

Feel free to explore FinAI Contest Documentation to learn about FinAI Contest tasks.

FinLoRA

FinLoRA is a comprehensive framework for financial LoRA fine-tuning. Explore the FinLoRA Documentation for detailed tutorials and guides on fine-tuning financial models with LoRA. Check out the Buffett Agent Tutorial for a simplified example of building financial agents.

FinRL Flyer