プライバシー保護手法

Spy in the GPU-box: Covert and Side Channel Attacks on Multi-GPU Systems

Authors: Sankha Baran Dutta, Hoda Naghibijouybari, Arjun Gupta, Nael Abu-Ghazaleh, Andres Marquez, Kevin Barker | Published: 2022-03-30
GPUの脆弱性
プライバシー保護手法
物理攻撃

Quantum Differential Privacy: An Information Theory Perspective

Authors: Christoph Hirche, Cambyse Rouzé, Daniel Stilck França | Published: 2022-02-22 | Updated: 2023-04-06
プライバシー保護
プライバシー保護手法
量子計算

Antipodes of Label Differential Privacy: PATE and ALIBI

Authors: Mani Malek, Ilya Mironov, Karthik Prasad, Igor Shilov, Florian Tramèr | Published: 2021-06-07 | Updated: 2021-10-29
プライバシー保護手法
メンバーシップ推論
ラベル不確実性

Differentially Empirical Risk Minimization under the Fairness Lens

Authors: Cuong Tran, My H. Dinh, Ferdinando Fioretto | Published: 2021-06-04 | Updated: 2022-09-08
DP-SGD
プライバシー保護手法
リスク管理

On Privacy and Confidentiality of Communications in Organizational Graphs

Authors: Masoumeh Shafieinejad, Huseyin Inan, Marcello Hasegawa, Robert Sim | Published: 2021-05-27
プライバシー保護手法
情報理論的評価
脆弱性評価手法

Killing One Bird with Two Stones: Model Extraction and Attribute Inference Attacks against BERT-based APIs

Authors: Chen Chen, Xuanli He, Lingjuan Lyu, Fangzhao Wu | Published: 2021-05-23 | Updated: 2021-12-26
プライバシー保護手法
メンバーシップ推論
自然言語処理

Privacy Amplification Via Bernoulli Sampling

Authors: Jacob Imola, Kamalika Chaudhuri | Published: 2021-05-21 | Updated: 2021-10-18
プライバシー保護手法
情報理論的評価
最適化手法

Fed-EINI: An Efficient and Interpretable Inference Framework for Decision Tree Ensembles in Federated Learning

Authors: Xiaolin Chen, Shuai Zhou, Bei guan, Kai Yang, Hao Fan, Hu Wang, Yongji Wang | Published: 2021-05-20 | Updated: 2021-12-08
プライバシー保護手法
計算効率
連合学習

Revisiting Secure Computation Using Functional Encryption: Opportunities and Research Directions

Authors: Runhua Xu, James Joshi | Published: 2020-11-12 | Updated: 2020-12-07
ウォーターマーキング
プライバシー保護手法
効率性評価

Federated Transfer Learning: concept and applications

Authors: Sudipan Saha, Tahir Ahmad | Published: 2020-09-26 | Updated: 2021-03-06
プライバシー保護手法
情報理論的プライバシー
機械学習手法