プライバシー手法

Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation

Authors: Xinyu Tang, Richard Shin, Huseyin A. Inan, Andre Manoel, Fatemehsadat Mireshghallah, Zinan Lin, Sivakanth Gopi, Janardhan Kulkarni, Robert Sim | Published: 2023-09-21 | Updated: 2024-01-28
データ保護手法
データ生成
プライバシー手法

“It’s a Fair Game”, or Is It? Examining How Users Navigate Disclosure Risks and Benefits When Using LLM-Based Conversational Agents

Authors: Zhiping Zhang, Michelle Jia, Hao-Ping Lee, Bingsheng Yao, Sauvik Das, Ada Lerner, Dakuo Wang, Tianshi Li | Published: 2023-09-20 | Updated: 2024-04-02
データ漏洩
プライバシー手法
ユーザー教育

FRAMU: Attention-based Machine Unlearning using Federated Reinforcement Learning

Authors: Thanveer Shaik, Xiaohui Tao, Lin Li, Haoran Xie, Taotao Cai, Xiaofeng Zhu, Qing Li | Published: 2023-09-19 | Updated: 2024-02-02
アルゴリズム
プライバシー手法
連合学習

A Duty to Forget, a Right to be Assured? Exposing Vulnerabilities in Machine Unlearning Services

Authors: Hongsheng Hu, Shuo Wang, Jiamin Chang, Haonan Zhong, Ruoxi Sun, Shuang Hao, Haojin Zhu, Minhui Xue | Published: 2023-09-15 | Updated: 2024-01-15
データ保護手法
プライバシー手法
過剰適合と記憶化

Mitigate Replication and Copying in Diffusion Models with Generalized Caption and Dual Fusion Enhancement

Authors: Chenghao Li, Dake Chen, Yuke Zhang, Peter A. Beerel | Published: 2023-09-13 | Updated: 2024-01-23
データ生成
プライバシー手法
評価指標

Recovering from Privacy-Preserving Masking with Large Language Models

Authors: Arpita Vats, Zhe Liu, Peng Su, Debjyoti Paul, Yingyi Ma, Yutong Pang, Zeeshan Ahmed, Ozlem Kalinli | Published: 2023-09-12 | Updated: 2023-12-14
LLM性能評価
データ保護手法
プライバシー手法

Artificial Intelligence for Web 3.0: A Comprehensive Survey

Authors: Meng Shen, Zhehui Tan, Dusit Niyato, Yuzhi Liu, Jiawen Kang, Zehui Xiong, Liehuang Zhu, Wei Wang, Xuemin, Shen | Published: 2023-08-17
データ保護手法
プライバシー手法
深層学習手法

Differentially Private Over-the-Air Federated Learning Over MIMO Fading Channels

Authors: Hang Liu, Jia Yan, Ying-Jun Angela Zhang | Published: 2023-06-19 | Updated: 2023-12-25
プライバシー手法
最適化手法
連合学習

PLAN: Variance-Aware Private Mean Estimation

Authors: Martin Aumüller, Christian Janos Lebeda, Boel Nelson, Rasmus Pagh | Published: 2023-06-14 | Updated: 2024-04-10
アルゴリズム
プライバシー手法
計算効率

Fairness and Privacy-Preserving in Federated Learning: A Survey

Authors: Taki Hasan Rafi, Faiza Anan Noor, Tahmid Hussain, Dong-Kyu Chae | Published: 2023-06-14 | Updated: 2023-07-14
プライバシー手法
ポイズニング
連合学習