Fatemehsadat Mireshghallah
- What Does it Mean for a Language Model to Preserve Privacy?
2022/02/11 by Hannah Brown, Brown, Hannah, Katherine Lee +7 · 33 citations
Computer Science · #Privacy-Preserving Technologies in Data
- Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks
2022/03/08 by Fatemehsadat Mireshghallah, Kartik Goyal, Mireshghallah, Fatemehsadat +7 · 30 citations
Computer Science · #Privacy-Preserving Technologies in Data
- Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation
2023/09/21 by Xinyu Tang, Richard Shin, Tang, Xinyu +15 · 21 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
- 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 · 9 citations
Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Mobile Crowdsensing and Crowdsourcing
- Privacy in Deep Learning: A Survey
2020/04/25 by Fatemehsadat Mireshghallah, Mireshghallah, Fatemehsadat, Mohammadkazem Taram +9 · 7 citations
Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Cryptography and Data Security
- Privacy Regularization: Joint Privacy-Utility Optimization in Language Models
2021/03/12 by Fatemehsadat Mireshghallah, Mireshghallah, Fatemehsadat, Huseyin A. Inan +9 · 5 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data
- ReLeQ: A Reinforcement Learning Approach for Deep Quantization of Neural Networks
2018/11/05 by Ahmed T. Elthakeb, Prannoy Pilligundla, Elthakeb, Ahmed T. +7 · 10 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning
- DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?
2021/06/22 by Archit Uniyal, Rakshit Naidu, Uniyal, Archit +11 · 4 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
- 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
- Are Chatbots Ready for Privacy-Sensitive Applications? An Investigation into Input Regurgitation and Prompt-Induced Sanitization
2023/05/24 by Aman Priyanshu, Supriti Vijay, Priyanshu, Aman +7 · 2 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
- Benchmarking Differential Privacy and Federated Learning for BERT Models
2021/06/26 by Priyam Basu, Tiasa Singha Roy, Basu, Priyam +9 · 2 citations
Computer Science · Psychology · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Mental Health via Writing #Privacy-Preserving Technologies in Data