Privacy-Aware Lifelong Learning

This is the code repository of the following paper on task-incremental lifelong learning and unlearning by leveraging task-specific sparse subnetworks with knowledge transfer.

"Privacy-Aware Lifelong Learning"
Ozan Özdenizci, Elmar Rueckert, Robert Legenstein
International Conference on Learning Representations (ICLR), 2025.
https://openreview.net/forum?id=UstOpZCESc

Reference

If you use this code or models in your research and find it helpful, please cite the following paper:

@inproceedings{ozdenizci2025pall,
  title={Privacy-aware lifelong learning},
  author={Ozan {\"O}zdenizci and Elmar Rueckert and Robert Legenstein},
  booktitle={International Conference on Learning Representations (ICLR)},
  year={2025},
  url={https://openreview.net/forum?id=UstOpZCESc}
}

Acknowledgments

This work was supported by the Graz Center for Machine Learning (GraML). This research was funded in whole or in part by the Austrian Science Fund (FWF) [10.55776/COE12].