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

MixNN: Protection of Federated Learning Against Inference Attacks by Mixing Neural Network Layers

Authors: Antoine Boutet, Thomas Lebrun, Jan Aalmoes, Adrien Baud | Published: 2021-09-26
プライバシーリスク管理
性能評価
連合学習

Opacus: User-Friendly Differential Privacy Library in PyTorch

Authors: Ashkan Yousefpour, Igor Shilov, Alexandre Sablayrolles, Davide Testuggine, Karthik Prasad, Mani Malek, John Nguyen, Sayan Ghosh, Akash Bharadwaj, Jessica Zhao, Graham Cormode, Ilya Mironov | Published: 2021-09-25 | Updated: 2022-08-22
DP-SGD
ライブラリ分類
性能評価