Zeng, Z. 2026. From Price to Returns: The Performance Evolution of Machine Learning Models in Stock Prediction Tasks. Journal of Innovation and Development. 15, 2 (Apr. 2026), 178–184. DOI:https://doi.org/10.54097/prgt6724.