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SpectrumAudit is introduced, a label-sealed audit that fits a phase-randomized full-window stimulus on calibration windows from subjects held out from training and testing that diagnoses offset versus zero-mean variation under a common peak-budget cap.
ENDOPROMPT is a white-box method that learns utility-degrading prefixes from unlabeled instructions that yields a mean utility change of -26.8 percentage points across four instruction-tuned models and the complete splits of seven benign benchmarks.
PsychJail is presented, a psychology-guided framework for red teaming aligned LLMs through theory-grounded, multi-turn persuasion and establishes psychological jailbreaks as a distinct red-teaming frontier for increasingly interactive LLMs.
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