SAL-GP couples layerwise GPs with an additive kernel to calibrate classifier confidence, but experimental evidence is mixed, with one variant often no better than a single-layer GP.
”Deep networks with stochastic depth.” Computer Vision–ECCV 2016: 14th European Conference, Amsterdam, The Nether- lands, October 11–14, 2016, Proceedings, Part IV 14
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Semantic-Aware Gaussian Process Calibration with Structured Layerwise Kernels for Deep Neural Networks
SAL-GP couples layerwise GPs with an additive kernel to calibrate classifier confidence, but experimental evidence is mixed, with one variant often no better than a single-layer GP.