ポイズニング

Weight Poisoning Attacks on Pre-trained Models

Authors: Keita Kurita, Paul Michel, Graham Neubig | Published: 2020-04-14
バックドア攻撃
ポイズニング
敵対的学習

Towards Federated Learning With Byzantine-Robust Client Weighting

Authors: Amit Portnoy, Yoav Tirosh, Danny Hendler | Published: 2020-04-10 | Updated: 2021-05-18
ポイズニング
ロバスト性向上手法
最適化問題

Deep Learning and Open Set Malware Classification: A Survey

Authors: Jingyun Jia | Published: 2020-04-08
オープンセット認識
ポイズニング
マルウェア分類

An Overview of Federated Deep Learning Privacy Attacks and Defensive Strategies

Authors: David Enthoven, Zaid Al-Ars | Published: 2020-04-01
ポイズニング
攻撃の評価
防御手法

MetaPoison: Practical General-purpose Clean-label Data Poisoning

Authors: W. Ronny Huang, Jonas Geiping, Liam Fowl, Gavin Taylor, Tom Goldstein | Published: 2020-04-01 | Updated: 2021-02-21
バックドア攻撃
ポイズニング
敵対的サンプル

A Separation Result Between Data-oblivious and Data-aware Poisoning Attacks

Authors: Samuel Deng, Sanjam Garg, Somesh Jha, Saeed Mahloujifar, Mohammad Mahmoody, Abhradeep Thakurta | Published: 2020-03-26 | Updated: 2021-12-13
ポイズニング
敵対的攻撃手法
脆弱性攻撃手法

Diversity can be Transferred: Output Diversification for White- and Black-box Attacks

Authors: Yusuke Tashiro, Yang Song, Stefano Ermon | Published: 2020-03-15 | Updated: 2020-10-30
ポイズニング
敵対的攻撃手法
脆弱性攻撃手法

A Survey of Adversarial Learning on Graphs

Authors: Liang Chen, Jintang Li, Jiaying Peng, Tao Xie, Zengxu Cao, Kun Xu, Xiangnan He, Zibin Zheng, Bingzhe Wu | Published: 2020-03-10 | Updated: 2022-04-05
ポイズニング
敵対的攻撃手法
防御手法

Security of Distributed Machine Learning: A Game-Theoretic Approach to Design Secure DSVM

Authors: Rui Zhang, Quanyan Zhu | Published: 2020-03-08 | Updated: 2020-04-26
ゲーム理論
ポイズニング
敵対的攻撃手法

Dynamic Backdoor Attacks Against Machine Learning Models

Authors: Ahmed Salem, Rui Wen, Michael Backes, Shiqing Ma, Yang Zhang | Published: 2020-03-07 | Updated: 2022-03-03
ポイズニング
毒性攻撃に特化した内容
防御手法