laion_mi / README.md
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metadata
dataset_info:
  features:
    - name: url
      dtype: string
    - name: caption
      dtype: string
  splits:
    - name: members
      num_bytes: 2192248
      num_examples: 13396
    - name: nonmembers
      num_bytes: 4395869
      num_examples: 26874
  download_size: 5044720
  dataset_size: 6588117
license: mit
task_categories:
  - text-to-image
language:
  - en
tags:
  - membership
  - latent diffusion
pretty_name: LAION-mi
size_categories:
  - 10K<n<100K

Dataset Card for "LAION-mi"

This is a dataset from Towards More Realistic Membership Inference Attacks on Large Diffusion Models, link.

We provide a robust evaluation setup for membership inference attacks on a state-of-the-art Stable Diffusion model and publish the corresponding dataset along with the proposed setup.

Citing

If you find our work useful in your research, please cite as

@misc{dubiński2023realistic,
      title={Towards More Realistic Membership Inference Attacks on Large Diffusion Models}, 
      author={Jan Dubiński and Antoni Kowalczuk and Stanisław Pawlak and Przemysław Rokita and Tomasz Trzciński and Paweł Morawiecki},
      year={2023},
      eprint={2306.12983},
      archivePrefix={arXiv},
      primaryClass={cs.LG}
}