1. Ahmed Alaa , Boris Van Breugel , Evgeny S. Saveliev , and Mihaela van der Schaar . 2022 . How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models . In Proceedings of the 39th International Conference on Machine Learning(Proceedings of Machine Learning Research, Vol. 162) . PMLR, 290–306. https://proceedings.mlr.press/v162/alaa22a.html Ahmed Alaa, Boris Van Breugel, Evgeny S. Saveliev, and Mihaela van der Schaar. 2022. How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models. In Proceedings of the 39th International Conference on Machine Learning(Proceedings of Machine Learning Research, Vol. 162). PMLR, 290–306. https://proceedings.mlr.press/v162/alaa22a.html
2. Ahmed M. Alaa and Mihaela van der Schaar . 2021 . Synthetic Healthcare Data Generation and Assessment: Challenges, Methods , and Impact on Machine Learning . https://icml.cc/Conferences/2021/Schedule?showEvent=10846 Ahmed M. Alaa and Mihaela van der Schaar. 2021. Synthetic Healthcare Data Generation and Assessment: Challenges, Methods, and Impact on Machine Learning. https://icml.cc/Conferences/2021/Schedule?showEvent=10846
3. Hyperledger fabric
4. Monik Raj Behera Sudhir Upadhyay Suresh Shetty Sudha Priyadarshini Palka Patel and Ker Farn Lee. 2022. FedSyn: Synthetic Data Generation using Federated Learning. arxiv:2203.05931 Monik Raj Behera Sudhir Upadhyay Suresh Shetty Sudha Priyadarshini Palka Patel and Ker Farn Lee. 2022. FedSyn: Synthetic Data Generation using Federated Learning. arxiv:2203.05931
5. PerFED-GAN: Personalized Federated Learning via Generative Adversarial Networks