most citedPoisoning Attacks on LLMs Require a Near-constant Number of Poison Samples

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cs.CL2025

STACK: Adversarial Attacks on LLM Safeguard Pipelines

Ian R. McKenzie, Oskar J. Hollinsworth, Tom Tseng +5

Frontier AI developers are relying on layers of safeguards to protect against catastrophic misuse of AI systems. Anthropic and OpenAI guard their latest Opus 4 model and GPT-5 mode…