Wu, Y. and Gao, J. 2026. Post-hoc Calibration of Classical and Shallow Neural Classifiers for Handwritten Digit Recognition: An Empirical Comparison under Limited Calibration Data. Spectrum of Research. 6, 2 (Sep. 2026).