Mireshghallah, Fatemehsadat

1. Membership Inference Attacks against Language Models via Neighbourhood Comparison
   2023/05/29 by Mattern, Justus, Mireshghallah, Fatemehsadat, Jin, Zhijing +3 · 41 citations
   #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. What Does it Mean for a Language Model to Preserve Privacy?
   2022/02/11 by Hannah Brown, Brown, Hannah, Katherine Lee +7 · 23 citations
   Computer Science · #Privacy-Preserving Technologies in Data
3. Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks
   2022/03/08 by Fatemehsadat Mireshghallah, Mireshghallah, Fatemehsadat, Kartik Goyal +7 · 21 citations
   Computer Science · #Privacy-Preserving Technologies in Data
4. Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation
   2023/09/21 by Xinyu Tang, Tang, Xinyu, Richard Shin +15 · 12 citations
   Computer Science · #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
5. Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential Privacy
   2020/09/10 by Tom Farrand, Farrand, Tom, Fatemehsadat Mireshghallah +5 · 7 citations
   Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Mobile Crowdsensing and Crowdsourcing
6. DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?
   2021/06/22 by Archit Uniyal, Rakshit Naidu, Uniyal, Archit +11 · 3 citations
   Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
7. Efficient Hyperparameter Optimization for Differentially Private Deep Learning
   2021/08/09 by Priyanshu, Aman, Naidu, Rakshit, Mireshghallah, Fatemehsadat +1 · 3 citations
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Mix and Match: Learning-free Controllable Text Generation using Energy Language Models
   2022/03/24 by Mireshghallah, Fatemehsadat, Goyal, Kartik, Berg-Kirkpatrick, Taylor · 3 citations
   #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations
   2022/03/25 by Mirian Hipolito Garcia, Andre Manoel, Garcia, Mirian Hipolito +8 · 3 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
10. Privacy in Deep Learning: A Survey
    2020/04/25 by Fatemehsadat Mireshghallah, Mohammadkazem Taram, Mireshghallah, Fatemehsadat +9 · 4 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Cryptography and Data Security
11. Privacy Regularization: Joint Privacy-Utility Optimization in Language Models
    2021/03/12 by Mireshghallah, Fatemehsadat, Inan, Huseyin A., Hasegawa, Marcello +3 · 2 citations
    #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
12. UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis
    2021/10/01 by Fatemehsadat Mireshghallah, Mireshghallah, Fatemehsadat, Vaishnavi Shrivastava +9 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Recommender Systems and Techniques #Sentiment Analysis and Opinion Mining #Topic Modeling
13. Memorization in NLP Fine-tuning Methods
    2022/05/25 by Mireshghallah, Fatemehsadat, Uniyal, Archit, Wang, Tianhao +2 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
14. Differentially Private Model Compression
    2022/06/03 by Mireshghallah, Fatemehsadat, Backurs, Arturs, Inan, Huseyin A +2 · 2 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
15. Benchmarking Differential Privacy and Federated Learning for BERT Models
    2021/06/26 by Basu, Priyam, Roy, Tiasa Singha, Naidu, Rakshit +3 · 1 citation
    #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
16. Style Pooling: Automatic Text Style Obfuscation for Improved Classification Fairness
    2021/09/10 by Mireshghallah, Fatemehsadat, Berg-Kirkpatrick, Taylor · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
17. Are Chatbots Ready for Privacy-Sensitive Applications? An Investigation into Input Regurgitation and Prompt-Induced Sanitization
    2023/05/24 by Priyanshu, Aman, Vijay, Supriti, Kumar, Ayush +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences