機械学習の応用

Distributionally Robust Multiclass Classification and Applications in Deep Image Classifiers

Authors: Ruidi Chen, Boran Hao, Ioannis Paschalidis | Published: 2021-09-27 | Updated: 2023-03-25
ロバスト性
性能評価
機械学習の応用

POSSE: Patterns of Systems During Software Encryption

Authors: David Noever, Samantha Miller Noever | Published: 2021-09-24
ソフトウェアセキュリティ
性能評価
機械学習の応用

Interpretability in Safety-Critical FinancialTrading Systems

Authors: Gabriel Deza, Adelin Travers, Colin Rowat, Nicolas Papernot | Published: 2021-09-24
性能評価
機械学習の応用
特徴重要度分析

Morse-STF: Improved Protocols for Privacy-Preserving Machine Learning

Authors: Qizhi Zhang, Sijun Tan, Lichun Li, Yun Zhao, Dong Yin, Shan Yin | Published: 2021-09-24 | Updated: 2022-05-19
アルゴリズム
機械学習の応用
線形モデル

An automatic differentiation system for the age of differential privacy

Authors: Dmitrii Usynin, Alexander Ziller, Moritz Knolle, Andrew Trask, Kritika Prakash, Daniel Rueckert, Georgios Kaissis | Published: 2021-09-22 | Updated: 2022-04-05
データプライバシー評価
プライバシーリスク管理
機械学習の応用

Modern Cybersecurity Solution using Supervised Machine Learning

Authors: Mustafa Sakhai, Maciej Wielgosz | Published: 2021-09-15
性能評価
機械学習の応用
異常検出手法

A Crawler Architecture for Harvesting the Clear, Social, and Dark Web for IoT-Related Cyber-Threat Intelligence

Authors: Paris Koloveas, Thanasis Chantzios, Christos Tryfonopoulos, Spiros Skiadopoulos | Published: 2021-09-14
サイバーセキュリティ
データ抽出と分析
機械学習の応用

Sisyphus: A Cautionary Tale of Using Low-Degree Polynomial Activations in Privacy-Preserving Deep Learning

Authors: Karthik Garimella, Nandan Kumar Jha, Brandon Reagen | Published: 2021-07-26 | Updated: 2021-11-02
プライバシー手法
モデルアーキテクチャ
機械学習の応用

HW2VEC: A Graph Learning Tool for Automating Hardware Security

Authors: Shih-Yuan Yu, Rozhin Yasaei, Qingrong Zhou, Tommy Nguyen, Mohammad Abdullah Al Faruque | Published: 2021-07-26
ハードウェア設計
機械学習の応用
防御メカニズム

Logic Locking at the Frontiers of Machine Learning: A Survey on Developments and Opportunities

Authors: Dominik Sisejkovic, Lennart M. Reimann, Elmira Moussavi, Farhad Merchant, Rainer Leupers | Published: 2021-07-05 | Updated: 2021-11-23
攻撃の評価
機械学習の応用
機械学習技術