ZHANG, J. and XIE, J. 2025. Adaptive Portfolio Optimization via PPO-HER: A Reinforcement Learning Framework for Non-Stationary Markets. Journal of Global Trends in Social Science. 2, 4 (Apr. 2025). DOI:https://doi.org/10.70731/6xd2xq47.