プライバシー手法

DP-FedLoRA: Privacy-Enhanced Federated Fine-Tuning for On-Device Large Language Models

Authors: Honghui Xu, Shiva Shrestha, Wei Chen, Zhiyuan Li, Zhipeng Cai | Published: 2025-09-11
プライバシー手法
収束解析
差分プライバシー

Towards Confidential and Efficient LLM Inference with Dual Privacy Protection

Authors: Honglan Yu, Yibin Wang, Feifei Dai, Dong Liu, Haihui Fan, Xiaoyan Gu | Published: 2025-09-11
アルゴリズム
プライバシー手法
差分プライバシー

Gaze3P: Gaze-Based Prediction of User-Perceived Privacy

Authors: Mayar Elfares, Pascal Reisert, Ralf Küsters, Andreas Bulling | Published: 2025-07-01 | Updated: 2025-09-10
プライバシー手法
プライバシー評価
研究方法論

Everyone’s Privacy Matters! An Analysis of Privacy Leakage from Real-World Facial Images on Twitter and Associated User Behaviors

Authors: Yuqi Niu, Weidong Qiu, Peng Tang, Lifan Wang, Shuo Chen, Shujun Li, Nadin Kokciyan, Ben Niu | Published: 2025-01-20
プライバシー手法
画像をAIにより分析し、個人情報を推測する攻撃
顔認識技術

A Comprehensive Study on GDPR-Oriented Analysis of Privacy Policies: Taxonomy, Corpus and GDPR Concept Classifiers

Authors: Peng Tang, Xin Li, Yuxin Chen, Weidong Qiu, Haochen Mei, Allison Holmes, Fenghua Li, Shujun Li | Published: 2024-10-07
プライバシー保護
プライバシー保護手法
プライバシー手法

Adaptively Private Next-Token Prediction of Large Language Models

Authors: James Flemings, Meisam Razaviyayn, Murali Annavaram | Published: 2024-10-02
プライバシー保護
プライバシー保護手法
プライバシー手法

An interdisciplinary exploration of trade-offs between energy, privacy and accuracy aspects of data

Authors: Pepijn de Reus, Kyra Dresen, Ana Oprescu, Kristina Irion, Ans Kolk | Published: 2024-09-30 | Updated: 2024-10-12
プライバシー保護
プライバシー手法

Scalable Differential Privacy Mechanisms for Real-Time Machine Learning Applications

Authors: Jessica Smith, David Williams, Emily Brown | Published: 2024-09-16
プライバシー保護
プライバシー保護手法
プライバシー手法

SoK: Memorisation in machine learning

Authors: Dmitrii Usynin, Moritz Knolle, Georgios Kaissis | Published: 2023-11-06
プライバシー手法
メモリの評価
深層学習手法

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