Nick Jia

PhD student

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Research Interests

Robustness Unlearning Generative Models Reinforcement Learning DNN as Intellectual Property

Papers

1. On the Necessity of Auditable Algorithmic Definitions for Machine Unlearning
   Anvith Thudi, Hengrui Jia, Ilia Shumailov, Nicolas Papernot
   

   Paper BibTeX

   @article{anvith2021on,
     author = {Thudi, Anvith and Jia, Hengrui and Shumailov, Ilia and Papernot, Nicolas},
     title = {On the Necessity of Auditable Algorithmic Definitions for Machine Unlearning},
     year = {2021}
   }
   

2. Entangled Watermarks as a Defense against Model Extraction
   Hengrui Jia, Christopher A. Choquette-Choo, Varun Chandrasekaran, Nicolas Papernot
   In Proceedings of the 30th USENIX Security Symposium

   Paper BibTeX

   @inproceedings{hengrui2021entangled,
     author = {Jia, Hengrui and Choquette-Choo, Christopher A. and Chandrasekaran, Varun and Papernot, Nicolas},
     booktitle = {Proceedings of the 30th USENIX Security Symposium},
     title = {Entangled Watermarks as a Defense against Model Extraction},
     year = {2021}
   }
   

3. Proof-of-Learning: Definitions and Practice
   Hengrui Jia, Mohammad Yaghini, Christopher A. Choquette-Choo, Natalie Dullerud, Anvith Thudi, Varun Chandrasekaran, Nicolas Papernot
   In Proceedings of the 42nd IEEE Symposium on Security and Privacy, San Francisco, CA

   Paper BibTeX

   @inproceedings{hengrui2021proofoflearning,
     author = {Jia, Hengrui and Yaghini, Mohammad and Choquette-Choo, Christopher A. and Dullerud, Natalie and Thudi, Anvith and Chandrasekaran, Varun and Papernot, Nicolas},
     booktitle = {Proceedings of the 42nd IEEE Symposium on Security and Privacy, San Francisco, CA},
     title = {Proof-of-Learning: Definitions and Practice},
     year = {2021}
   }
   

4. Machine Unlearning
   Lucas Bourtoule, Varun Chandrasekaran, Christopher Choquette-Choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, Nicolas Papernot
   In Proceedings of the 42nd IEEE Symposium on Security and Privacy, San Francisco, CA

   Paper BibTeX

   @inproceedings{lucas2021machine,
     author = {Bourtoule, Lucas and Chandrasekaran, Varun and Choquette-Choo, Christopher and Jia, Hengrui and Travers, Adelin and Zhang, Baiwu and Lie, David and Papernot, Nicolas},
     booktitle = {Proceedings of the 42nd IEEE Symposium on Security and Privacy, San Francisco, CA},
     title = {Machine Unlearning},
     year = {2021}
   }
   

5. SoK: Machine Learning Governance
   Varun Chandrasekaran, Hengrui Jia, Anvith Thudi, Adelin Travers, Mohammad Yaghini, Nicolas Papernot
   

   Paper BibTeX

   @article{varun2021sok,
     author = {Chandrasekaran, Varun and Jia, Hengrui and Thudi, Anvith and Travers, Adelin and Yaghini, Mohammad and Papernot, Nicolas},
     title = {SoK: Machine Learning Governance},
     year = {2021}
   }