Robustness Improvement Method

Improving the affordability of robustness training for DNNs

Authors: Sidharth Gupta, Parijat Dube, Ashish Verma | Published: 2020-02-11 | Updated: 2020-04-30
Training Method
Robustness Improvement Method
Adversarial Training
2020.02.11 2025.05.28
Literature Database

Fine-grained Uncertainty Modeling in Neural Networks

Authors: Rahul Soni, Naresh Shah, Jimmy D. Moore | Published: 2020-02-11
Training Method
Robustness Improvement Method
Hierarchical Uncertainty Model
2020.02.11 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

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
Poisoning
Robustness Improvement Method
Content Specialized for Toxicity Attacks
2019.08.20 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

Verification of Neural Network Control Policy Under Persistent Adversarial Perturbation

Authors: Yuh-Shyang Wang, Tsui-Wei Weng, Luca Daniel | Published: 2019-08-18
Robustness Improvement Method
Adversarial Example
Deep Reinforcement Learning
2019.08.18 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

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

On the Adversarial Robustness of Neural Networks without Weight Transport

Authors: Mohamed Akrout | Published: 2019-08-09 | Updated: 2019-10-03
Robustness Improvement Method
Adversarial Example
Adversarial Attack Methods
2019.08.09 2025.05.28
Literature Database
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