Privacy Neuron
Privacy neurons are specific neurons within large language models (LLMs) identified as responsible for memorizing and potentially leaking sensitive personal information. Current research focuses on developing methods to detect and neutralize these neurons, often employing adversarial training or direct neuron manipulation techniques to mitigate privacy risks. This work is crucial for improving the responsible development and deployment of LLMs, addressing significant concerns about data security and user privacy in AI applications.
Papers
May 16, 2024