プライバシー保護手法

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

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
プライバシー保護手法
プライバシー手法
防御手法

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
グラフ埋め込み
プライバシー保護手法
プライバシー手法