文献データベース

Scalable privacy-preserving cancer type prediction with homomorphic encryption

Authors: Esha Sarkar, Eduardo Chielle, Gamze Gursoy, Leo Chen, Mark Gerstein, Michail Maniatakos | Published: 2022-04-12
プライバシー保護
行列乗算手法
評価指標

SoK: Privacy Preserving Machine Learning using Functional Encryption: Opportunities and Challenges

Authors: Prajwal Panzade, Daniel Takabi | Published: 2022-04-11 | Updated: 2022-09-02
ウォーターマーキング
プライバシー保護
機械学習のプライバシー保護

Stability and Generalization of Differentially Private Minimax Problems

Authors: Yilin Kang, Yong Liu, Jian Li, Weiping Wang | Published: 2022-04-11 | Updated: 2022-04-22
プライバシー保護
一般化性能
損失関数

Dependable Intrusion Detection System for IoT: A Deep Transfer Learning-based Approach

Authors: Sk. Tanzir Mehedi, Adnan Anwar, Ziaur Rahman, Kawsar Ahmed, Rafiqul Islam | Published: 2022-04-11
セキュリティ分析
データ収集
深層転移学習

BABD: A Bitcoin Address Behavior Dataset for Pattern Analysis

Authors: Yuexin Xiang, Yuchen Lei, Ding Bao, Wei Ren, Tiantian Li, Qingqing Yang, Wenmao Liu, Tianqing Zhu, Kim-Kwang Raymond Choo | Published: 2022-04-10 | Updated: 2022-05-05
アルゴリズム設計
データ抽出と分析
評価指標

An Adaptive Black-box Backdoor Detection Method for Deep Neural Networks

Authors: Xinqiao Zhang, Huili Chen, Ke Huang, Farinaz Koushanfar | Published: 2022-04-08
トロイの木馬の署名
トロイの木馬検出
バックドア攻撃

HBFL: A Hierarchical Blockchain-based Federated Learning Framework for a Collaborative IoT Intrusion Detection

Authors: Mohanad Sarhan, Wai Weng Lo, Siamak Layeghy, Marius Portmann | Published: 2022-04-08
スマートコントラクト
プライバシー保護
分散学習

Security Aspects of Quantum Machine Learning: Opportunities, Threats and Defenses

Authors: Satwik Kundu, Swaroop Ghosh | Published: 2022-04-07
セキュリティ分析
ハードウェアセキュリティ
量子機械学習

Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats

Authors: Zhiyan Chen, Jinxin Liu, Yu Shen, Murat Simsek, Burak Kantarci, Hussein T. Mouftah, Petar Djukic | Published: 2022-04-07 | Updated: 2022-04-17
APT攻撃の特性
セキュリティ分析
異常検出手法

What You See is What You Get: Principled Deep Learning via Distributional Generalization

Authors: Bogdan Kulynych, Yao-Yuan Yang, Yaodong Yu, Jarosław Błasiok, Preetum Nakkiran | Published: 2022-04-07 | Updated: 2022-10-17
DP-SGD
プライバシー評価
学習の改善