Guardians of Trust: Navigating Data Security in AIOps through Vendor Partnerships
Authors: Subhadip Kumar | Published: 2023-12-10 | Updated: 2024-01-16
Privacy Protection Method
Beyond Gradient and Priors in Privacy Attacks: Leveraging Pooler Layer Inputs of Language Models in Federated Learning
Authors: Jianwei Li, Sheng Liu, Qi Lei | Published: 2023-12-10 | Updated: 2024-03-15
When PETs misbehave: A Contextual Integrity analysis
Authors: Ero Balsa, Yan Shvartzshnaider | Published: 2023-12-05
Hot PATE: Private Aggregation of Distributions for Diverse Task
Authors: Edith Cohen, Benjamin Cohen-Wang, Xin Lyu, Jelani Nelson, Tamas Sarlos, Uri Stemmer | Published: 2023-12-04 | Updated: 2024-05-17
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
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