Test-Time Training Undermines Safety Guardrails

In three linesAn arXiv study reveals that Test-Time Training (TTT) creates security vulnerabilities. Researchers identify three threat models enabling safety filter bypass: with LoRA, attack success rates reach 95% and 93% respectively. Vulnerabilities transfer to production fine-tuning APIs.

Summary generated by Claude — human-verified