暗号技術

Privacy-Preserving Analytics for Smart Meter (AMI) Data: A Hybrid Approach to Comply with CPUC Privacy Regulations

Authors: Benjamin Westrich | Published: 2025-05-13
バックドア攻撃用の毒データの検知
プライバシー設計原則
暗号技術

Private LoRA Fine-tuning of Open-Source LLMs with Homomorphic Encryption

Authors: Jordan Frery, Roman Bredehoft, Jakub Klemsa, Arthur Meyre, Andrei Stoian | Published: 2025-05-12
LLMセキュリティ
暗号技術
機械学習技術

PriFFT: Privacy-preserving Federated Fine-tuning of Large Language Models via Hybrid Secret Sharing

Authors: Zhichao You, Xuewen Dong, Ke Cheng, Xutong Mu, Jiaxuan Fu, Shiyang Ma, Qiang Qu, Yulong Shen | Published: 2025-03-05 | Updated: 2025-05-14
AIによる出力のバイアスの検出
プライバシー設計原則
暗号技術

A Multiparty Homomorphic Encryption Approach to Confidential Federated Kaplan Meier Survival Analysis

Authors: Narasimha Raghavan Veeraragavan, Svetlana Boudko, Jan Franz Nygård | Published: 2024-12-29
Kaplan-Meier推定
プライバシー保護
暗号技術

SoK: Verifiable Cross-Silo FL

Authors: Aleksei Korneev, Jan Ramon | Published: 2024-10-11
セキュリティ保証
暗号技術

Taylor Unswift: Secured Weight Release for Large Language Models via Taylor Expansion

Authors: Guanchu Wang, Yu-Neng Chuang, Ruixiang Tang, Shaochen Zhong, Jiayi Yuan, Hongye Jin, Zirui Liu, Vipin Chaudhary, Shuai Xu, James Caverlee, Xia Hu | Published: 2024-10-06
LLMセキュリティ
暗号技術

Artemis: Efficient Commit-and-Prove SNARKs for zkML

Authors: Hidde Lycklama, Alexander Viand, Nikolay Avramov, Nicolas Küchler, Anwar Hithnawi | Published: 2024-09-18
フレームワーク
モデル性能評価
暗号技術

A Pervasive, Efficient and Private Future: Realizing Privacy-Preserving Machine Learning Through Hybrid Homomorphic Encryption

Authors: Khoa Nguyen, Mindaugas Budzys, Eugene Frimpong, Tanveer Khan, Antonis Michalas | Published: 2024-09-10
プライバシー保護
暗号技術
通信効率

Privacy-preserving Quantification of Non-IID Degree in Federated Learning

Authors: Yuping Yan, Yizhi Wang, Yingchao Yu, Yaochu Jin | Published: 2024-06-14
FLとHEの統合
ウォーターマーキング
暗号技術

Siren — Advancing Cybersecurity through Deception and Adaptive Analysis

Authors: Girish Kulathumani, Samruth Ananthanarayanan, Ganesh Narayanan | Published: 2024-06-10
サイバーセキュリティ
プロアクティブ防御
暗号技術