Author

Yusuf Surajo

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Conference Open access 2026

From Accuracy to Reliability: A Trust-Centric Machine Learning Framework for Safe Decision-Making

A trust-centric framework that integrates ensemble-based uncertainty estimation, maximum mean discrepancy (MMD) shift detection, a dependability signal, and safety-aware decision logic to prioritize reliable actions over raw predictive confidence is proposed.

Yusuf Surajo, S. Basri, A. Balogun et al. · Proceedings of the 21st Inte... · 0 citations