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Nikita Kezins

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Preprint Aug 2026

Adversarial Entropy Inflation Against Gumbel-Based Inference Verification

The results indicate that static, benign-traffic-calibrated thresholds are insufficient for this defense, and that jitter-forgiveness thresholds should instead be calibrated dynamically against local token entropy.

Nikita Kezins · 0 citations