AIセキュリティポータルbot

Private Federated Learning with Domain Adaptation

Authors: Daniel Peterson, Pallika Kanani, Virendra J. Marathe | Published: 2019-12-13
プライバシー保護
性能評価指標
機械学習技術

Potential adversarial samples for white-box attacks

Authors: Amir Nazemi, Paul Fieguth | Published: 2019-12-13
ロバスト性
敵対的スペクトル攻撃検出
深層学習手法

Detecting and Correcting Adversarial Images Using Image Processing Operations

Authors: Huy H. Nguyen, Minoru Kuribayashi, Junichi Yamagishi, Isao Echizen | Published: 2019-12-11 | Updated: 2019-12-30
敵対的スペクトル攻撃検出
深層学習手法
透かし技術

Advances and Open Problems in Federated Learning

Authors: Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Kallista Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, Rafael G. L. D'Oliveira, Hubert Eichner, Salim El Rouayheb, David Evans, Josh Gardner, Zachary Garrett, Adrià Gascón, Badih Ghazi, Phillip B. Gibbons, Marco Gruteser, Zaid Harchaoui, Chaoyang He, Lie He, Zhouyuan Huo, Ben Hutchinson, Justin Hsu, Martin Jaggi, Tara Javidi, Gauri Joshi, Mikhail Khodak, Jakub Konečný, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancrède Lepoint, Yang Liu, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer Özgür, Rasmus Pagh, Mariana Raykova, Hang Qi, Daniel Ramage, Ramesh Raskar, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth Vepakomma, Jianyu Wang, Li Xiong, Zheng Xu, Qiang Yang, Felix X. Yu, Han Yu, Sen Zhao | Published: 2019-12-10 | Updated: 2021-03-09
セキュアアグリゲーション
プライバシー保護
ポイズニング

Privacy-Preserving Blockchain Based Federated Learning with Differential Data Sharing

Authors: Anudit Nagar | Published: 2019-12-10
プライバシー保護
ブロックチェーン技術
モデル通信

Deep Learning Based Android Malware Detection Framework

Authors: Soumya Sourav, Devashish Khulbe, Naman Kapoor | Published: 2019-12-10
セキュリティラベル
悪意のあるウェブサイト検出
深層学習

Training Provably Robust Models by Polyhedral Envelope Regularization

Authors: Chen Liu, Mathieu Salzmann, Sabine Süsstrunk | Published: 2019-12-10 | Updated: 2021-09-20
ロバスト性
最適化問題
深層学習手法

Expansion of Cyber Attack Data From Unbalanced Datasets Using Generative Techniques

Authors: Ibrahim Yilmaz, Rahat Masum | Published: 2019-12-10
データ生成
性能評価指標
機械学習技術

Stealing Knowledge from Protected Deep Neural Networks Using Composite Unlabeled Data

Authors: Itay Mosafi, Eli David, Nathan S. Netanyahu | Published: 2019-12-09
DNN IP保護手法
敵対的サンプル
深層学習手法

Machine Unlearning

Authors: Lucas Bourtoule, Varun Chandrasekaran, Christopher A. Choquette-Choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, Nicolas Papernot | Published: 2019-12-09 | Updated: 2020-12-15
プライバシー保護
機械学習の基礎
適応型再訓練メカニズム