Mohammad Yaghini

PhD student

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Research Interests

Trustworthy ML Intellectual Property of ML Algorithmic Fairness ML Safety in Audio Domain Game Theory and Mechanism Design

Papers

1. 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}
   }
   

2. Dataset Inference: Ownership Resolution in Machine Learning
   Pratyush Maini, Mohammad Yaghini, Nicolas Papernot
   In Proceedings of the 9th International Conference on Learning Representations

   Paper BibTeX

   @inproceedings{pratyush2021dataset,
     author = {Maini, Pratyush and Yaghini, Mohammad and Papernot, Nicolas},
     booktitle = {Proceedings of the 9th International Conference on Learning Representations},
     title = {Dataset Inference: Ownership Resolution in Machine Learning},
     year = {2021}
   }
   

3. 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}
   }
   

4. Dataset Inference: Ownership Resolution in Machine Learning
   Pratyush Maini, Mohammad Yaghini, Nicolas Papernot
   

   Paper BibTeX

   @article{pratyush2020dataset,
     author = {Maini, Pratyush and Yaghini, Mohammad and Papernot, Nicolas},
     title = {Dataset Inference: Ownership Resolution in Machine Learning},
     year = {2020}
   }