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.
(32) Rearranging and applying our established lower bound Pθ(ˆy∗ 1|c)> δ: Pθ(ˆy∗ 2|c)> Pθ(ˆy∗ 1|c) exp(Dseq(ˆy∗ 1||ˆy∗
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LLM-Agnostic Semantic Representation Attack
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.