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cs.CL 1

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2026 1

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UNVERDICTED 1

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LLM-Agnostic Semantic Representation Attack

cs.CL · 2026-05-09 · unverdicted · novelty 6.0

SRA achieves 99.71% average attack success across 26 LLMs by optimizing for coherent malicious semantics via the SRHS algorithm, with claimed theoretical guarantees on convergence and transfer.

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  • LLM-Agnostic Semantic Representation Attack cs.CL · 2026-05-09 · unverdicted · none · ref 92

    SRA achieves 99.71% average attack success across 26 LLMs by optimizing for coherent malicious semantics via the SRHS algorithm, with claimed theoretical guarantees on convergence and transfer.