The development of the Generative AI, e.g., Large Language Models (LLM),have been popular in both academic and industrial communities on a worldwidescale, especially the ChatGPT series. The success of ChatGPT and GPT4 hasshown the future direction of developing AGI. However, large generative modelsalso suffer from the issue of data/model security and privacy. We should note thatlarge generative models would bring a lot of security and privacy problems, whenthey demonstrate great power in changing our life, such as data leaking and thepropagation of fake news. In this white paper, we first conclude the developmentof large generative models, including its effects and social influences. Then, wesummarize the current security and privacy problems in existing large generativemodels, e.g., the data and model security, copyright problems, and ethical issues.Finally, we give the corresponding suggestions about the current security and privacyproblems. They can be employed to point out future research and develop directions,and can also be utilized as references for government decision-making.

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