Emmy Fang

PhD student

Email

Papers

1. Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital Data
   Congyu Fang, Adam Dziedzic, Lin Zhang, Laura Oliva, Amol Verma, Fahad Razak, Nicolas Papernot, Bo Wang
   

   Paper BibTeX

   @article{congyu2024decentralisedjournal,
     author = {Fang, Congyu and Dziedzic, Adam and Zhang, Lin and Oliva, Laura and Verma, Amol and Razak, Fahad and Papernot, Nicolas and Wang, Bo},
     title = {Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital Data},
     year = {2024}
   }
   

2. Finding Private Bugs: Debugging Implementations of Differentially Private Stochastic Gradient Descent
   Congyu Fang, Hengrui Jia, Ali Shahin Shamsabadi, Nicolas Papernot
   

   BibTeX

   @article{congyu2024findingpreprint,
     author = {Fang, Congyu and Jia, Hengrui and Shamsabadi, Ali Shahin and Papernot, Nicolas},
     title = {Finding Private Bugs: Debugging Implementations of Differentially Private Stochastic Gradient Descent},
     year = {2024}
   }
   

3. Privacy-Preserving Federated Learning for Coverage Prediction
   Congyu Fang, Akram Bin Sediq, Hamza Sokun, Israfil Bahceci, Ahmed Mohamed Ali Ibrahim, Nicolas Papernot
   In Proceedings of the 2024 IEEE International Symposium on Personal, Indoor and Mobile Radio Communications

   BibTeX

   @inproceedings{congyu2024privacypreservingconference,
     author = {Fang, Congyu and Sediq, Akram Bin and Sokun, Hamza and Bahceci, Israfil and Ibrahim, Ahmed Mohamed Ali and Papernot, Nicolas},
     booktitle = {Proceedings of the 2024 IEEE International Symposium on Personal, Indoor and Mobile Radio Communications},
     title = {Privacy-Preserving Federated Learning for Coverage Prediction},
     year = {2024}
   }
   

4. Proof-of-Learning is Currently More Broken Than You Think
   Congyu Fang, Hengrui Jia, Anvith Thudi, Mohammad Yaghini, Christopher A. Choquette-Choo, Natalie Dullerud, Varun Chandrasekaran, Nicolas Papernot
   In Proceedings of the 8th IEEE European Symposium on Security and Privacy, Delft, Netherlands

   Paper BibTeX

   @inproceedings{congyu2023proofoflearningconference,
     author = {Fang, Congyu and Jia, Hengrui and Thudi, Anvith and Yaghini, Mohammad and Choquette-Choo, Christopher A. and Dullerud, Natalie and Chandrasekaran, Varun and Papernot, Nicolas},
     booktitle = {Proceedings of the 8th IEEE European Symposium on Security and Privacy, Delft, Netherlands},
     title = {Proof-of-Learning is Currently More Broken Than You Think},
     year = {2023}
   }
   

5. Robust and Actively Secure Serverless Collaborative Learning
   Olive Franzese, Adam Dziedzic, Christopher A. Choquette-Choo, Mark R. Thomas, Muhammad Ahmad Kaleem, Stephan Rabanser, Congyu Fang, Somesh Jha, Nicolas Papernot, Xiao Wang
   In Proceedings of the 37th Conference on Neural Information Processing Systems

   Paper BibTeX

   @inproceedings{olive2023robustconference,
     author = {Franzese, Olive and Dziedzic, Adam and Choquette-Choo, Christopher A. and Thomas, Mark R. and Kaleem, Muhammad Ahmad and Rabanser, Stephan and Fang, Congyu and Jha, Somesh and Papernot, Nicolas and Wang, Xiao},
     booktitle = {Proceedings of the 37th Conference on Neural Information Processing Systems},
     title = {Robust and Actively Secure Serverless Collaborative Learning},
     year = {2023}
   }