@misc{dl3-b-private-gradient-clipping-1, title = {Deep Learning with Differential Privacy}, author = {Martín Abadi and Andy Chu and Ian Goodfellow and H. Brendan McMahan and Ilya Mironov and Kunal Talwar and Li Zhang}, year = {2016}, url = {https://arxiv.org/abs/1607.00133}, howpublished = {arXiv preprint}, archivePrefix = {arXiv}, eprint = {1607.00133}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-b-private-gradient-clipping-2, title = {Understanding Gradient Clipping in Private SGD: A Geometric Perspective}, author = {Xiangyi Chen and Zhiwei Steven Wu and Mingyi Hong}, year = {2020}, url = {https://arxiv.org/abs/2006.15429}, howpublished = {arXiv preprint}, archivePrefix = {arXiv}, eprint = {2006.15429}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-b-private-gradient-clipping-3, title = {Differentially Private Learning with Adaptive Clipping}, author = {Galen Andrew and Om Thakkar and H. Brendan McMahan and Swaroop Ramaswamy}, year = {2019}, url = {https://arxiv.org/abs/1905.03871}, howpublished = {arXiv preprint}, archivePrefix = {arXiv}, eprint = {1905.03871}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-b-private-gradient-clipping-4, title = {Renyi Differential Privacy}, author = {Ilya Mironov}, year = {2017}, url = {https://arxiv.org/abs/1702.07476}, howpublished = {arXiv preprint}, archivePrefix = {arXiv}, eprint = {1702.07476}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @inproceedings{dl3-b-private-gradient-clipping-5, title = {Subsampled Renyi Differential Privacy and Analytical Moments Accountant}, author = {Yu-Xiang Wang and Borja Balle and Shiva Prasad Kasiviswanathan}, year = {2019}, url = {https://proceedings.mlr.press/v89/wang19b.html}, booktitle = {Proceedings of the Twenty-Second International Conference on Artificial Intelligence and Statistics}, volume = {89}, pages = {1226-1235} } @inproceedings{dl3-b-private-gradient-clipping-6, title = {Differential Privacy Has Disparate Impact on Model Accuracy}, author = {Eugene Bagdasaryan and Omid Poursaeed and Vitaly Shmatikov}, year = {2019}, url = {https://papers.nips.cc/paper/2019/hash/fc0de4e0396fff257ea362983c2dda5a-Abstract.html}, booktitle = {Advances in Neural Information Processing Systems}, volume = {32}, pages = {15479-15488} }