Differentially Private Continual Learning

Catastrophic Forgetting, Rehearsal and Pseudorehearsal

Robins, Anthony · 1995

Earlier work this paper cites.

Introduction to variational methods for graphical models

Jordan, Michael I., Ghahramani, Zoubin, Jaakkola, Tommi S., and Saul, Lawrence K · 1999

Earlier work this paper cites.

DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition

Donahue, Jeff, Jia, Yangqing, Vinyals, Oriol, Hoffman, Judy, Zhang, Ning, Tzeng, Eric, and Darrell, Trevor · 2014

Earlier work this paper cites.

Generative Adversarial Nets

Goodfellow, Ian, Pouget-Abadie, Jean, Mirza, Mehdi, Xu, Bing, Warde-Farley, David, Ozair, Sherjil, Courville, Aaron, and Bengio, Yoshua · 2014

Earlier work this paper cites.

CNN features off-the-shelf: An astounding baseline for recognition

Razavian, Ali Sharif, Azizpour, Hossein, Sullivan, Josephine, and Carlsson, Stefan · 2014

Earlier work this paper cites.

How transferable are features in deep neural networks?

Yosinski, Jason, Clune, Jeff, Bengio, Yoshua, and Lipson, Hod · 2014

Earlier work this paper cites.

Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures

Fredrikson, Matt, Jha, Somesh, and Ristenpart, Thomas · 2015

Cited alongside, same era.

Deep Learning with Differential Privacy

Abadi, Martín, Chu, Andy, Goodfellow, Ian, McMahan, H. Brendan, Mironov, Ilya, Talwar, Kunal, and Zhang, Li · 2016

Cited alongside, same era.

Less-forgetting Learning in Deep Neural Networks

Jung, Heechul, Ju, Jeongwoo, Jung, Minju, and Kim, Junmo · 2016

Cited alongside, same era.

Progressive Neural Networks

Rusu, Andrei A., Rabinowitz, Neil C., Desjardins, Guillaume, Soyer, Hubert, Kirkpatrick, James, Kavukcuoglu, Koray, Pascanu, Razvan, and Hadsell, Raia · 2016

Cited alongside, same era.

Privacy-preserving generative deep neural networks support clinical data sharing

Beaulieu-Jones, Brett K., Wu, Zhiwei Steven, Williams, Chris, and Greene, Casey S · 2017

Cited alongside, same era.

Overcoming catastrophic forgetting in neural networks

Learning without Forgetting

Li, Zhizhong and Hoiem, Derek · 2017

Later among the works it cites.

Semi-supervised knowledge transfer for deep learning from private training data

Papernot, Nicolas, Abadi, Martín, Erlingsson, Úlfar, Goodfellow, Ian, and Talwar, Kunal · 2017

Later among the works it cites.

Continual Learning with Deep Generative Replay

Shin, Hanul, Lee, Jung Kwon, Kim, Jaehong, and Kim, Jiwon · 2017

Later among the works it cites.

Continual Learning Through Synaptic Intelligence

Zenke, Friedemann, Poole, Ben, and Ganguli, Surya · 2017

Later among the works it cites.

Variational Continual Learning

Nguyen, Cuong V., Li, Yingzhen, Bui, Thang D., and Turner, Richard E · 2018

Later among the works it cites.

Differentially Private Releasing via Deep Generative Model

Original

Zhang, Xinyang, Wang, Ting, Ji, Shouling, and Wang, Ting · 2018