FinRL-DeepSeek Revisited: A Reproduction and Multi-Seed Robustness Analysis of LLM-Infused Risk-Sensitive Trading Agents
We reproduce and extend FinRL-DeepSeek (Benhenda, 2025), a trading framework combining Proximal Policy Optimization (PPO) (Schulman et al., 2017), Conditional Value-at-Risk (CVaR) constraints (Rockafellar and Uryasev, 2000), and large language model (LLM) signals extracted from financial news. Using the Nasdaq-100 univ...