Quantum Probabilistic Label Refining: Enhancing Label Quality for Robust Image Classification

Fang Qi, Lu Peng, Zhengming Ding

Learning with softmax cross-entropy on one-hot labels often leads to overconfident predictions and poor robustness under noise or perturbations. Label smoothing mitigates this by r…