プライバシー保護手法

Guardians of Trust: Navigating Data Security in AIOps through Vendor Partnerships

Authors: Subhadip Kumar | Published: 2023-12-10 | Updated: 2024-01-16
セキュリティ分析
データ保護手法
プライバシー保護手法

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
ウォーターマーキング
プライバシー保護手法
連合学習

When PETs misbehave: A Contextual Integrity analysis

Authors: Ero Balsa, Yan Shvartzshnaider | Published: 2023-12-05
ウォーターマーキング
プライバシー保護
プライバシー保護手法

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
ウォーターマーキング
プライバシー保護手法
計算効率

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
プライバシー保護手法
ポイズニング
ポイズニング攻撃

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
プライバシー保護手法
メンバーシップ推論
連合学習

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
トレードオフ分析
プライバシー保護手法
評価手法

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
プライバシー保護手法
プライバシー手法
モデル編集手法

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
プライバシー保護手法
悪意のあるクライアント
量子暗号技術

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
プライバシー保護手法
プライバシー手法
プロンプトインジェクション