cff-version: 1.2.0 message: "If you use this benchmark or its results, please cite it as below." title: "RL-pricing: an honest, live-forward-tested benchmark for reinforcement learning portfolio policies" type: software version: 1.0.0 date-released: "2026-10-27" authors: - family-names: Wang given-names: Bicheng - family-names: Zhang given-names: Xinyi repository-code: "https://github.com/BichengWang/RL-pricing" license: MIT keywords: - reinforcement learning - portfolio management - backtesting - benchmark - quantitative finance references: - type: article title: "Deep Reinforcement Learning for Equity Trading: Benchmarking Actor-Critic Methods with Forward Retraining" authors: - family-names: Wang given-names: Bicheng - family-names: Zhang given-names: Xinyi year: 2026 identifiers: - type: other value: "arXiv:2609.31870" url: "https://arxiv.org/abs/2609.31870"