Adversarial Attack Detection

Domain Knowledge Alleviates Adversarial Attacks in Multi-Label Classifiers

Authors: Stefano Melacci, Gabriele Ciravegna, Angelo Sotgiu, Ambra Demontis, Battista Biggio, Marco Gori, Fabio Roli | Published: 2020-06-06 | Updated: 2021-12-29
Improvement of Learning
Adversarial Attack Detection
Challenges of Generative Models
2020.06.06 2025.05.28
Literature Database

mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks

Authors: Hai Shu, Ronghua Shi, Qiran Jia, Hongtu Zhu, Ziqi Chen | Published: 2020-06-05 | Updated: 2022-05-08
Algorithm
Attack Type
Adversarial Attack Detection
2020.06.05 2025.05.28
Literature Database

Towards Understanding Fast Adversarial Training

Authors: Bai Li, Shiqi Wang, Suman Jana, Lawrence Carin | Published: 2020-06-04
Improvement of Learning
Adversarial Example
Adversarial Attack Detection
2020.06.04 2025.05.28
Literature Database

Characterizing the Weight Space for Different Learning Models

Authors: Saurav Musunuru, Jay N. Paranjape, Rahul Kumar Dubey, Vijendran G. Venkoparao | Published: 2020-06-04
Algorithm
Adversarial Attack Detection
Fundamentals of Machine Learning
2020.06.04 2025.05.28
Literature Database

Detecting Audio Attacks on ASR Systems with Dropout Uncertainty

Authors: Tejas Jayashankar, Jonathan Le Roux, Pierre Moulin | Published: 2020-06-02 | Updated: 2020-09-15
Attack Type
Adversarial Attack Detection
Malfunction of Voice Assistants
2020.06.02 2025.05.28
Literature Database

SearchFromFree: Adversarial Measurements for Machine Learning-based Energy Theft Detection

Authors: Jiangnan Li, Yingyuan Yang, Jinyuan Stella Sun | Published: 2020-06-02 | Updated: 2020-08-30
Algorithm
Energy Management
Adversarial Attack Detection
2020.06.02 2025.05.28
Literature Database

Perturbation Analysis of Gradient-based Adversarial Attacks

Authors: Utku Ozbulak, Manvel Gasparyan, Wesley De Neve, Arnout Van Messem | Published: 2020-06-02
Poisoning
Attack Type
Adversarial Attack Detection
2020.06.02 2025.05.28
Literature Database

Rethinking Empirical Evaluation of Adversarial Robustness Using First-Order Attack Methods

Authors: Kyungmi Lee, Anantha P. Chandrakasan | Published: 2020-06-01
Poisoning
Adversarial Attack Detection
Defense Effectiveness Analysis
2020.06.01 2025.05.28
Literature Database

Adversarial Attacks on Reinforcement Learning based Energy Management Systems of Extended Range Electric Delivery Vehicles

Authors: Pengyue Wang, Yan Li, Shashi Shekhar, William F. Northrop | Published: 2020-06-01
Energy Management
Adversarial Attack Detection
Deep Reinforcement Learning
2020.06.01 2025.05.28
Literature Database

Enhancing Intrinsic Adversarial Robustness via Feature Pyramid Decoder

Authors: Guanlin Li, Shuya Ding, Jun Luo, Chang Liu | Published: 2020-05-06
Algorithm
Robustness Improvement Method
Adversarial Attack Detection
2020.05.06 2025.05.28
Literature Database
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