敵対的攻撃手法

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

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

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

On the Adversarial Robustness of Subspace Learning

Authors: Fuwei Li, Lifeng Lai, Shuguang Cui | Published: 2019-08-17
数学的概念の定義
敵対的攻撃手法
最適化問題

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