Prakash, P. 2026. Bridging ML and Threat Landscapes: Inference Attacks and Cryptographic Defenses for Training-Phase Data Protection. International Journal of Intelligent Systems and Data Science. 1, 5 (Sep. 2026). DOI:https://doi.org/10.67231/822qz209.