GEM-FI uses energy-gated evidential mixtures plus Fisher regularization to raise accuracy, calibration, and OOD detection on CIFAR benchmarks while keeping single-pass inference.
Overall, these diagnostics support that GEM achieves strong ID cali- bration intrinsically, while maintaining substantially lower confidence on incorrect predictions
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GEM-FI: Gated Evidential Mixtures with Fisher Modulation
GEM-FI uses energy-gated evidential mixtures plus Fisher regularization to raise accuracy, calibration, and OOD detection on CIFAR benchmarks while keeping single-pass inference.