Exploring the Robustness of Decentralized Training for Large Language Models
Authors: Lin Lu, Chenxi Dai, Wangcheng Tao, Binhang Yuan, Yanan Sun, Pan Zhou | Published: 2023-12-01
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MIA-BAD: An Approach for Enhancing Membership Inference Attack and its Mitigation with Federated Learning
Authors: Soumya Banerjee, Sandip Roy, Sayyed Farid Ahamed, Devin Quinn, Marc Vucovich, Dhruv Nandakumar, Kevin Choi, Abdul Rahman, Edward Bowen, Sachin Shetty | Published: 2023-11-28
Automated discovery of trade-off between utility, privacy and fairness in machine learning models
Authors: Bogdan Ficiu, Neil D. Lawrence, Andrei Paleyes | Published: 2023-11-27
DEPN: Detecting and Editing Privacy Neurons in Pretrained Language Models
Authors: Xinwei Wu, Junzhuo Li, Minghui Xu, Weilong Dong, Shuangzhi Wu, Chao Bian, Deyi Xiong | Published: 2023-10-31 | Updated: 2023-12-05
Blind quantum machine learning with quantum bipartite correlator
Authors: Changhao Li, Boning Li, Omar Amer, Ruslan Shaydulin, Shouvanik Chakrabarti, Guoqing Wang, Haowei Xu, Hao Tang, Isidor Schoch, Niraj Kumar, Charles Lim, Ju Li, Paola Cappellaro, Marco Pistoia | Published: 2023-10-19
Privacy Preserving Large Language Models: ChatGPT Case Study Based Vision and Framework
Authors: Imdad Ullah, Najm Hassan, Sukhpal Singh Gill, Basem Suleiman, Tariq Ahamed Ahanger, Zawar Shah, Junaid Qadir, Salil S. Kanhere | Published: 2023-10-19
A Cautionary Tale: On the Role of Reference Data in Empirical Privacy Defenses
Authors: Caelin G. Kaplan, Chuan Xu, Othmane Marfoq, Giovanni Neglia, Anderson Santana de Oliveira | Published: 2023-10-18
Privacy-Preserving Graph Embedding based on Local Differential Privacy
Authors: Zening Li, Rong-Hua Li, Meihao Liao, Fusheng Jin, Guoren Wang | Published: 2023-10-17 | Updated: 2024-08-04
Private Synthetic Data Meets Ensemble Learning
Authors: Haoyuan Sun, Navid Azizan, Akash Srivastava, Hao Wang | Published: 2023-10-15
DPZero: Private Fine-Tuning of Language Models without Backpropagation
Authors: Liang Zhang, Bingcong Li, Kiran Koshy Thekumparampil, Sewoong Oh, Niao He | Published: 2023-10-14 | Updated: 2024-06-06