Linhao Hu and Chenhui Hao 2026. Confidence-Gated Arbitration of Automated Control Actions for Stability under Compounded Failures in High-Concurrency Platforms: A Comparative Empirical Study. Artificial Intelligence and Machine Learning Review . 7, 2 (Apr. 2026), 109–118. DOI:https://doi.org/10.69987/AIMLR.2026.70208.