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.
Method End-to-enddensity Single-pass Multi-modalepistemicIn-modelgating FIfor routing DAEDL (Yoon & Kim, 2024)✗ ✓ ✗ ✗ ✗ Ryu et al
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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.