対抗的学習

FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning

Authors: Tao Qi, Fangzhao Wu, Chuhan Wu, Lingjuan Lyu, Tong Xu, Zhongliang Yang, Yongfeng Huang, Xing Xie | Published: 2022-06-07 | Updated: 2022-10-31
バイアス
ポイズニング
対抗的学習

Towards Understanding the Dynamics of the First-Order Adversaries

Authors: Zhun Deng, Hangfeng He, Jiaoyang Huang, Weijie J. Su | Published: 2020-10-20
対抗的学習
最適化手法
重み更新手法

A Survey of Machine Learning Techniques in Adversarial Image Forensics

Authors: Ehsan Nowroozi, Ali Dehghantanha, Reza M. Parizi, Kim-Kwang Raymond Choo | Published: 2020-10-19
ポイズニング
対抗的学習
敵対的サンプル

Playing it Safe: Adversarial Robustness with an Abstain Option

Authors: Cassidy Laidlaw, Soheil Feizi | Published: 2019-11-25
対抗的学習
敵対的サンプル
敵対的攻撃手法

Cross-Representation Transferability of Adversarial Attacks: From Spectrograms to Audio Waveforms

Authors: Karl Michel Koerich, Mohammad Esmaeilpour, Sajjad Abdoli, Alceu de Souza Britto Jr., Alessandro Lameiras Koerich | Published: 2019-10-22 | Updated: 2020-07-29
対抗的学習
性能評価
敵対的移転性

Recovering Localized Adversarial Attacks

Authors: Jan Philip Göpfert, Heiko Wersing, Barbara Hammer | Published: 2019-10-21
ポイズニング
対抗的学習
特徴重要度分析

A Fast Saddle-Point Dynamical System Approach to Robust Deep Learning

Authors: Yasaman Esfandiari, Aditya Balu, Keivan Ebrahimi, Umesh Vaidya, Nicola Elia, Soumik Sarkar | Published: 2019-10-18 | Updated: 2021-03-01
モデルの堅牢性
対抗的学習
敵対的サンプル

Enforcing Linearity in DNN succours Robustness and Adversarial Image Generation

Authors: Anindya Sarkar, Nikhil Kumar Gupta, Raghu Iyengar | Published: 2019-10-17 | Updated: 2019-10-21
ポイズニング
対抗的学習
敵対的サンプル

Instance adaptive adversarial training: Improved accuracy tradeoffs in neural nets

Authors: Yogesh Balaji, Tom Goldstein, Judy Hoffman | Published: 2019-10-17
モデルの堅牢性
対抗的学習
敵対的サンプル

A New Defense Against Adversarial Images: Turning a Weakness into a Strength

Authors: Tao Yu, Shengyuan Hu, Chuan Guo, Wei-Lun Chao, Kilian Q. Weinberger | Published: 2019-10-16 | Updated: 2019-12-04
モデルの堅牢性
対抗的学習
敵対的攻撃検出