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Avishag Shapira, Alon Zolfi, Luca Demetrio, Battista Biggio, Asaf Shabtai

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cs.CR 1

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2026 1

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UNVERDICTED 1

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LoopTrap: Termination Poisoning Attacks on LLM Agents

cs.CR · 2026-05-07 · unverdicted · novelty 6.0

LoopTrap is an automated red-teaming framework that crafts termination-poisoning prompts to amplify LLM agent steps by 3.57x on average (up to 25x) across 8 agents.

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  • LoopTrap: Termination Poisoning Attacks on LLM Agents cs.CR · 2026-05-07 · unverdicted · none · ref 35

    LoopTrap is an automated red-teaming framework that crafts termination-poisoning prompts to amplify LLM agent steps by 3.57x on average (up to 25x) across 8 agents.