Adversarial Attack Methods

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
Attack Evaluation
Adversarial Attack Methods
Vehicle Hijacking Attack
2019.10.02 2025.05.28
Literature Database

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
Semantic Information Extraction
Attack Evaluation
Adversarial Attack Methods
2019.10.02 2025.05.28
Literature Database

An Efficient and Margin-Approaching Zero-Confidence Adversarial Attack

Authors: Yang Zhang, Shiyu Chang, Mo Yu, Kaizhi Qian | Published: 2019-10-01
Backdoor Attack
Model Design and Accuracy
Adversarial Attack Methods
2019.10.01 2025.05.28
Literature Database

Black-box Adversarial Attacks with Bayesian Optimization

Authors: Satya Narayan Shukla, Anit Kumar Sahu, Devin Willmott, J. Zico Kolter | Published: 2019-09-30
Bayesian Optimization
Model Design and Accuracy
Adversarial Attack Methods
2019.09.30 2025.05.28
Literature Database

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
Robustness Improvement Method
Future Research
Adversarial Attack Methods
2019.08.21 2025.05.28
Literature Database

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
Robustness Improvement Method
Adversarial Example
Adversarial Attack Methods
2019.08.21 2025.05.28
Literature Database

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
Poisoning
Robustness Improvement Method
Adversarial Attack Methods
2019.08.20 2025.05.28
Literature Database

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
Robustness Improvement Method
Attack Evaluation
Adversarial Attack Methods
2019.08.17 2025.05.28
Literature Database

On the Adversarial Robustness of Subspace Learning

Authors: Fuwei Li, Lifeng Lai, Shuguang Cui | Published: 2019-08-17
Definition of Mathematical Concepts
Adversarial Attack Methods
Optimization Problem
2019.08.17 2025.05.28
Literature Database

Adversarial shape perturbations on 3D point clouds

Authors: Daniel Liu, Ronald Yu, Hao Su | Published: 2019-08-16 | Updated: 2020-10-23
Robustness Improvement Method
Attack Evaluation
Adversarial Attack Methods
2019.08.16 2025.05.28
Literature Database
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