TIM detects jailbreaks at test time using a gist-token classifier and adaptively fine-tunes the model with LoRA on detected harmful prompts, cutting attack success rates to near zero on tested benchmarks.
Eyes closed, safety on: Protecting multimodal llms via image-to-text transformation
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Test-Time Immunization: A Universal Defense Framework Against Jailbreaks for (Multimodal) Large Language Models
TIM detects jailbreaks at test time using a gist-token classifier and adaptively fine-tunes the model with LoRA on detected harmful prompts, cutting attack success rates to near zero on tested benchmarks.