Adversarial Test-Time Training

Project page of the papers:

Valvano G., Leo A. and Tsaftaris S. A. (DART, 2021), Stop Throwing Away Discriminators! Re-using Adversaries for Test-Time Training.

Valvano G., Leo A. and Tsaftaris S. A. (ArXiv, 2021), Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts.

Resources:

• project page

• DART paper, and extended version

• code

Cite:

@incollection{valvano2021stop,
  title={Stop Throwing Away Discriminators! Re-using Adversaries for Test-Time Training},
  author={Valvano, Gabriele and Leo, Andrea and Tsaftaris, Sotirios A},
  booktitle={Domain Adaptation and Representation Transfer, and Affordable Healthcare and AI for Resource Diverse Global Health},
  pages={68--78},
  year={2021},
  publisher={Springer}
}

and the extended manuscript:

@article{valvano2021re,
  title={Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts},
  author={Valvano, Gabriele and Leo, Andrea and Tsaftaris, Sotirios A},
  journal={arXiv preprint arXiv:2108.11926},
  year={2021}
}