性能評価

Stegomalware: A Systematic Survey of MalwareHiding and Detection in Images, Machine LearningModels and Research Challenges

Authors: Rajasekhar Chaganti, Vinayakumar Ravi, Mamoun Alazab, Tuan D. Pham | Published: 2021-10-06
ステガノグラフィー手法
マルウェア検出手法
性能評価

Task-aware Privacy Preservation for Multi-dimensional Data

Authors: Jiangnan Cheng, Ao Tang, Sandeep Chinchali | Published: 2021-10-05 | Updated: 2022-08-08
アルゴリズム
プライバシーリスク管理
性能評価

Machine learning attack on copy detection patterns: are 1×1 patterns cloneable?

Authors: Roman Chaban, Olga Taran, Joakim Tutt, Taras Holotyak, Slavi Bonev, Slava Voloshynovskiy | Published: 2021-10-05 | Updated: 2021-10-06
アルゴリズム
データ生成
性能評価

Mobile authentication of copy detection patterns: how critical is to know fakes?

Authors: Olga Taran, Joakim Tutt, Taras Holotyak, Roman Chaban, Slavi Bonev, Slava Voloshynovskiy | Published: 2021-10-05
データ生成
性能評価
知的財産保護

An energy-based model for neuro-symbolic reasoning on knowledge graphs

Authors: Dominik Dold, Josep Soler Garrido | Published: 2021-10-04
アルゴリズム
性能評価
機械学習の応用

Leaked-Web: Accurate and Efficient Machine Learning-Based Website Fingerprinting Attack through Hardware Performance Counters

Authors: Han Wang | Published: 2021-10-04
データ漏洩
フィンガープリンティング手法
性能評価

First to Possess His Statistics: Data-Free Model Extraction Attack on Tabular Data

Authors: Masataka Tasumi, Kazuki Iwahana, Naoto Yanai, Katsunari Shishido, Toshiya Shimizu, Yuji Higuchi, Ikuya Morikawa, Jun Yajima | Published: 2021-09-30
データ抽出と分析
データ生成
性能評価

Fairness-Driven Private Collaborative Machine Learning

Authors: Dana Pessach, Tamir Tassa, Erez Shmueli | Published: 2021-09-29
データプライバシー評価
性能評価
連合学習

Unrolling SGD: Understanding Factors Influencing Machine Unlearning

Authors: Anvith Thudi, Gabriel Deza, Varun Chandrasekaran, Nicolas Papernot | Published: 2021-09-27 | Updated: 2022-03-02
アルゴリズム
性能評価
正則化

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