敵対的攻撃手法

SmoothFool: An Efficient Framework for Computing Smooth Adversarial Perturbations

Authors: Ali Dabouei, Sobhan Soleymani, Fariborz Taherkhani, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2019-10-08
攻撃の評価
敵対的サンプル
敵対的攻撃手法

Adversarial Examples for Cost-Sensitive Classifiers

Authors: Gavin S. Hartnett, Andrew J. Lohn, Alexander P. Sedlack | Published: 2019-10-04
ポイズニング
攻撃の評価
敵対的攻撃手法

BUZz: BUffer Zones for defending adversarial examples in image classification

Authors: Kaleel Mahmood, Phuong Ha Nguyen, Lam M. Nguyen, Thanh Nguyen, Marten van Dijk | Published: 2019-10-03 | Updated: 2020-06-16
ポイズニング
攻撃の評価
敵対的攻撃手法

Perturbations are not Enough: Generating Adversarial Examples with Spatial Distortions

Authors: He Zhao, Trung Le, Paul Montague, Olivier De Vel, Tamas Abraham, Dinh Phung | Published: 2019-10-03
敵対的サンプル
敵対的攻撃手法
生成的敵対ネットワーク

Attacking Vision-based Perception in End-to-End Autonomous Driving Models

Authors: Adith Boloor, Karthik Garimella, Xin He, Christopher Gill, Yevgeniy Vorobeychik, Xuan Zhang | Published: 2019-10-02
攻撃の評価
敵対的攻撃手法
車両ハイジャック攻撃

Analyzing and Improving Neural Networks by Generating Semantic Counterexamples through Differentiable Rendering

Authors: Lakshya Jain, Varun Chandrasekaran, Uyeong Jang, Wilson Wu, Andrew Lee, Andy Yan, Steven Chen, Somesh Jha, Sanjit A. Seshia | Published: 2019-10-02 | Updated: 2020-07-17
セマンティック情報抽出
攻撃の評価
敵対的攻撃手法

An Efficient and Margin-Approaching Zero-Confidence Adversarial Attack

Authors: Yang Zhang, Shiyu Chang, Mo Yu, Kaizhi Qian | Published: 2019-10-01
バックドア攻撃
モデルの設計や精度
敵対的攻撃手法

Black-box Adversarial Attacks with Bayesian Optimization

Authors: Satya Narayan Shukla, Anit Kumar Sahu, Devin Willmott, J. Zico Kolter | Published: 2019-09-30
ベイズ最適化
モデルの設計や精度
敵対的攻撃手法

Testing Robustness Against Unforeseen Adversaries

Authors: Max Kaufmann, Daniel Kang, Yi Sun, Steven Basart, Xuwang Yin, Mantas Mazeika, Akul Arora, Adam Dziedzic, Franziska Boenisch, Tom Brown, Jacob Steinhardt, Dan Hendrycks | Published: 2019-08-21 | Updated: 2023-10-30
堅牢性向上手法
将来の研究
敵対的攻撃手法

Denoising and Verification Cross-Layer Ensemble Against Black-box Adversarial Attacks

Authors: Ka-Ho Chow, Wenqi Wei, Yanzhao Wu, Ling Liu | Published: 2019-08-21 | Updated: 2019-10-26
堅牢性向上手法
敵対的サンプル
敵対的攻撃手法