Loss and Likelihood Based Membership Inference of Diffusion Models

Author:

Hu HailongORCID,Pang JunORCID

Publisher

Springer Nature Switzerland

Reference42 articles.

1. Abadi, M., et al.: Deep learning with differential privacy. In: ACM SIGSAC Conference on Computer and Communications Security (CCS), pp. 308–318. ACM (2016)

2. Carlini, N., Chien, S., Nasr, M., Song, S., Terzis, A., Tramer, F.: Membership inference attacks from first principles. In: IEEE Symposium on Security and Privacy (S &P), p. 1519. IEEE (2022)

3. Carlini, N., et al.: Extracting training data from diffusion models. arXiv preprint arXiv:2301.13188 (2023)

4. Carlini, N., Liu, C., Erlingsson, Ú., Kos, J., Song, D.: The secret sharer: evaluating and testing unintended memorization in neural networks. In: USENIX Security Symposium (USENIX Security), pp. 267–284. USENIX Association (2019)

5. Carlini, N., et al.: Extracting training data from large language models. In: USENIX Security Symposium (USENIX Security), pp. 2633–2650. USENIX Association (2021)

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1. Shake to Leak: Fine-tuning Diffusion Models Can Amplify the Generative Privacy Risk;2024 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML);2024-04-09

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