Adversarial Entropy Inflation Against Gumbel-Based Inference Verification

Nikita Kezins

Gumbel-based inference verification bounds LLM weight exfiltration by only forgiving token choices that plausibly arise from honest GPU nondeterminism, reporting a >200x slowdown f…