堅牢性向上手法

Transferring Robustness for Graph Neural Network Against Poisoning Attacks

Authors: Xianfeng Tang, Yandong Li, Yiwei Sun, Huaxiu Yao, Prasenjit Mitra, Suhang Wang | Published: 2019-08-20 | Updated: 2020-02-26
ポイズニング
堅牢性向上手法
毒性攻撃に特化した内容

Protecting Neural Networks with Hierarchical Random Switching: Towards Better Robustness-Accuracy Trade-off for Stochastic Defenses

Authors: Xiao Wang, Siyue Wang, Pin-Yu Chen, Yanzhi Wang, Brian Kulis, Xue Lin, Peter Chin | Published: 2019-08-20
ポイズニング
堅牢性向上手法
敵対的攻撃手法

Verification of Neural Network Control Policy Under Persistent Adversarial Perturbation

Authors: Yuh-Shyang Wang, Tsui-Wei Weng, Luca Daniel | Published: 2019-08-18
堅牢性向上手法
敵対的サンプル
深層強化学習

Nesterov Accelerated Gradient and Scale Invariance for Adversarial Attacks

Authors: Jiadong Lin, Chuanbiao Song, Kun He, Liwei Wang, John E. Hopcroft | Published: 2019-08-17 | Updated: 2020-02-03
堅牢性向上手法
攻撃の評価
敵対的攻撃手法

Adversarial shape perturbations on 3D point clouds

Authors: Daniel Liu, Ronald Yu, Hao Su | Published: 2019-08-16 | Updated: 2020-10-23
堅牢性向上手法
攻撃の評価
敵対的攻撃手法

On the Adversarial Robustness of Neural Networks without Weight Transport

Authors: Mohamed Akrout | Published: 2019-08-09 | Updated: 2019-10-03
堅牢性向上手法
敵対的サンプル
敵対的攻撃手法

Defending Against Adversarial Iris Examples Using Wavelet Decomposition

Authors: Sobhan Soleymani, Ali Dabouei, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2019-08-08
堅牢性向上手法
敵対的サンプル
敵対的攻撃手法

Investigating Decision Boundaries of Trained Neural Networks

Authors: Roozbeh Yousefzadeh, Dianne P O'Leary | Published: 2019-08-07
堅牢性向上手法
敵対的サンプル
敵対的攻撃手法

BlurNet: Defense by Filtering the Feature Maps

Authors: Ravi Raju, Mikko Lipasti | Published: 2019-08-06 | Updated: 2020-05-16
堅牢性向上手法
攻撃の評価
敵対的攻撃手法

A principled approach for generating adversarial images under non-smooth dissimilarity metrics

Authors: Aram-Alexandre Pooladian, Chris Finlay, Tim Hoheisel, Adam Oberman | Published: 2019-08-05 | Updated: 2019-10-08
堅牢性向上手法
攻撃の評価
敵対的攻撃手法