Chenglin Miao

Neuron Explanations for Conformal Prediction (Student Abstract)

2025 · Proceedings of the AAAI Conference on Artificial Intelligence

Conformal prediction (CP) has gained prominence as a popular technique for uncertainty quantification in deep neural networks (DNNs), providing statistically rigorous uncertainty sets. However, existing CP methods fail to clarify the origins of predictive uncertainties. …