The Verifier Tax: Horizon Dependent Safety Success Tradeoffs in Tool Using LLM Agents

arXiv 2603.19328•41575e68a35077665810ee917e14145eb41879331ef73c707536ccec616c8317
ARM Cortex-M0+AutoMIAIDS augmentationIoT attestationJensen-Shannon divergenceLLM agent securityLiteAttML-DSAML-KEMProHunter','PRNG','cellular automata','pseudo-random number gen'TinyMLWGAN-GPattack automationcapability-alignment paradoxcontextual security frameworkdefense trainingidentity spoofingintegrity leaksmembership inference attackpost-quantum cryptographyprompt injectionprovenance-based threat huntingruntime enforcementself-attentionzero-day detection

Paper metadata

arXiv ID
2603.19328
Version
Not specified by this published record
Category
Computer Science — Cryptography and Security (cs.CR)

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Evidence and limitations

Source ID
arxiv_cs_cr
Record identifier
41575e68a35077665810ee917e14145eb41879331ef73c707536ccec616c8317
Enrichment time
2026-03-23T07:23:32Z
AI-assisted enrichment
Yes

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The Verifier Tax: Horizon Dependent Safety Success Tradeoffs in Tool Using LLM Agents · Baitaphish