Adversarial Perturbation Techniques

Multi-Step Adversarial Perturbations on Recommender Systems Embeddings

Authors: Vito Walter Anelli, Alejandro Bellogín, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra | Published: 2020-10-03
Robustness Evaluation
Adversarial Perturbation Techniques
Machine Learning Method
2020.10.03 2025.05.13
Literature Database

Derivation of Information-Theoretically Optimal Adversarial Attacks with Applications to Robust Machine Learning

Authors: Jirong Yi, Raghu Mudumbai, Weiyu Xu | Published: 2020-07-28
Attack Method
Adversarial Example
Adversarial Perturbation Techniques
2020.07.28 2025.05.13
Literature Database

Learning perturbation sets for robust machine learning

Authors: Eric Wong, J. Zico Kolter | Published: 2020-07-16 | Updated: 2020-10-08
Performance Evaluation
Adversarial Perturbation Techniques
Generative Model Characteristics
2020.07.16 2025.05.13
Literature Database

Learning to Generate Noise for Multi-Attack Robustness

Authors: Divyam Madaan, Jinwoo Shin, Sung Ju Hwang | Published: 2020-06-22 | Updated: 2021-06-24
Adversarial Perturbation Techniques
Adversarial Attack Methods
Defense Mechanism
2020.06.22 2025.05.13
Literature Database

Headless Horseman: Adversarial Attacks on Transfer Learning Models

Authors: Ahmed Abdelkader, Michael J. Curry, Liam Fowl, Tom Goldstein, Avi Schwarzschild, Manli Shu, Christoph Studer, Chen Zhu | Published: 2020-04-20
Poisoning
Adversarial Perturbation Techniques
Machine Learning
2020.04.20 2025.05.13
Literature Database

Protecting Classifiers From Attacks. A Bayesian Approach

Authors: Victor Gallego, Roi Naveiro, Alberto Redondo, David Rios Insua, Fabrizio Ruggeri | Published: 2020-04-18
Multi-Class Classification
Adversarial Perturbation Techniques
Defense Method
2020.04.18 2025.05.13
Literature Database

MAB-Malware: A Reinforcement Learning Framework for Attacking Static Malware Classifiers

Authors: Wei Song, Xuezixiang Li, Sadia Afroz, Deepali Garg, Dmitry Kuznetsov, Heng Yin | Published: 2020-03-06 | Updated: 2021-04-29
Malware Classification
Malware Detection
Adversarial Perturbation Techniques
2020.03.06 2025.05.13
Literature Database

Confusing and Detecting ML Adversarial Attacks with Injected Attractors

Authors: Jiyi Zhang, Ee-Chien Chang, Hwee Kuan Lee | Published: 2020-03-05 | Updated: 2021-03-08
Adversarial Perturbation Techniques
Watermarking Technology
Defense Method
2020.03.05 2025.05.13
Literature Database

Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks

Authors: Francesco Croce, Matthias Hein | Published: 2020-03-03 | Updated: 2020-08-04
Robustness Evaluation
Adversarial Perturbation Techniques
Defense Method
2020.03.03 2025.05.13
Literature Database

Input Validation for Neural Networks via Runtime Local Robustness Verification

Authors: Jiangchao Liu, Liqian Chen, Antoine Mine, Ji Wang | Published: 2020-02-09 | Updated: 2024-02-13
Robustness Improvement Method
Adversarial Example
Adversarial Perturbation Techniques
2020.02.09 2025.05.13
Literature Database
Next page