Homeopathic learning shown on MNIST: clean data amplifies trigger patch backdoor

OwainEvans_UK · x · 2026-11-11

Owain Evans' team shows homeopathic learning is a general phenomenon, demonstrated on an MNIST image classifier (not an LLM). With poison data alone, the model misclassifies 9.8% of patched digits as 7; after diluting with clean examples, that jumps to 60.5%, per the shared figure.

Related event: Owain Evans Team's "Homeopathic Learning": Clean Data Can Strengthen Poisoned Fine-tuning(9 posts)→

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