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2026. Chattering Under Load: Control-Theoretic and Trajectory-Level Behavior of Lion and AdamW Under Physical Perturbation in PPO. Albahit Journal of Applied Sciences. 5, 3 (Aug. 2026), 146–163. DOI:https://doi.org/10.65419/albahit.v5i3.161.