文献データベース

Practical Privacy Attacks on Vertical Federated Learning

Authors: Haiqin Weng, Juntao Zhang, Xingjun Ma, Feng Xue, Tao Wei, Shouling Ji, Zhiyuan Zong | Published: 2020-11-18 | Updated: 2022-07-22
データプライバシー評価
ポイズニング
攻撃タイプ

Adversarially Robust Classification based on GLRT

Authors: Bhagyashree Puranik, Upamanyu Madhow, Ramtin Pedarsani | Published: 2020-11-16
ウォーターマーキング
パフォーマンス評価
敵対的攻撃

A Large-Scale Database for Graph Representation Learning

Authors: Scott Freitas, Yuxiao Dong, Joshua Neil, Duen Horng Chau | Published: 2020-11-16 | Updated: 2021-11-07
データセット生成
パフォーマンス評価
マルウェア検出手法

Almost Tight L0-norm Certified Robustness of Top-k Predictions against Adversarial Perturbations

Authors: Jinyuan Jia, Binghui Wang, Xiaoyu Cao, Hongbin Liu, Neil Zhenqiang Gong | Published: 2020-11-15 | Updated: 2022-06-03
モデル性能評価
予測の安定性
敵対的攻撃

Power Side-Channel Attacks on BNN Accelerators in Remote FPGAs

Authors: Shayan Moini, Shanquan Tian, Jakub Szefer, Daniel Holcomb, Russell Tessier | Published: 2020-11-15 | Updated: 2021-04-18
ウォーターマーキング
パフォーマンス評価
攻撃タイプ

Machine Learning Interpretability Meets TLS Fingerprinting

Authors: Mahdi Jafari Siavoshani, Amir Hossein Khajepour, Amirmohammad Ziaei, Amir Ali Gatmiri, Ali Taheri | Published: 2020-11-12 | Updated: 2021-09-12
データ漏洩
モデル性能評価
深層学習に基づくIDS

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

ShadowNet: A Secure and Efficient On-device Model Inference System for Convolutional Neural Networks

Authors: Zhichuang Sun, Ruimin Sun, Changming Liu, Amrita Roy Chowdhury, Long Lu, Somesh Jha | Published: 2020-11-11 | Updated: 2023-07-06
TEE実装
ウォーターマーキング
モデル性能評価

Privacy Preservation in Federated Learning: An insightful survey from the GDPR Perspective

Authors: Nguyen Truong, Kai Sun, Siyao Wang, Florian Guitton, Yike Guo | Published: 2020-11-10 | Updated: 2021-03-18
ウォーターマーキング
データプライバシー評価
ポイズニング

Is Private Learning Possible with Instance Encoding?

Authors: Nicholas Carlini, Samuel Deng, Sanjam Garg, Somesh Jha, Saeed Mahloujifar, Mohammad Mahmoody, Shuang Song, Abhradeep Thakurta, Florian Tramer | Published: 2020-11-10 | Updated: 2021-04-28
データプライバシー評価
メンバーシップ推論
攻撃タイプ