Linhao Hu, and Chenhui Hao. “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 , vol. 7, no. 2, Apr. 2026, pp. 109-18, https://doi.org/10.69987/AIMLR.2026.70208.