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need not increase reliably at mild severities: the model can still extract sufficient class evidence, maintain high-confidence predictions even when inputs are corrupted · 2017 · arXiv 1330.2189

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cs.LG 1

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2026 1

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UNVERDICTED 1

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GEM-FI: Gated Evidential Mixtures with Fisher Modulation

cs.LG · 2026-05-05 · unverdicted · novelty 6.0

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.

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  • GEM-FI: Gated Evidential Mixtures with Fisher Modulation cs.LG · 2026-05-05 · unverdicted · none · ref 11

    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.