New paper: backdoors transfer between LLMs via subliminal learning with no trigger or behavior in data

OwainEvans_UK · x · 2026-10-10

Owain Evans' team published a new paper extending their earlier 'Subliminal Learning' work (models transferring an owl preference through number sequences). The new findings show models can transfer more complex traits: novel skills, agentic hacking, and backdoors. Most strikingly, a backdoor transfers even when the training data contains neither the trigger nor the backdoor behavior — meaning seemingly clean data can covertly carry dangerous traits.

Related event: Owain Evans' Team Shows Distillation Can Silently Transfer Skills and Backdoors via Unrelated Data(13 posts)→

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