MyJournals Home  

RSS FeedsEntropy, Vol. 25, Pages 215: ELAA: An Ensemble-Learning-Based Adversarial Attack Targeting Image-Classification Model (Entropy)

 
 

22 january 2023 22:35:25

 
Entropy, Vol. 25, Pages 215: ELAA: An Ensemble-Learning-Based Adversarial Attack Targeting Image-Classification Model (Entropy)
 


The research on image-classification-adversarial attacks is crucial in the realm of artificial intelligence (AI) security. Most of the image-classification-adversarial attack methods are for white-box settings, demanding target model gradients and network architectures, which is less practical when facing real-world cases. However, black-box adversarial attacks immune to the above limitations and reinforcement learning (RL) seem to be a feasible solution to explore an optimized evasion policy. Unfortunately, existing RL-based works perform worse than expected in the attack success rate. In light of these challenges, we propose an ensemble-learning-based adversarial attack (ELAA) targeting image-classification models which aggregate and optimize multiple reinforcement learning (RL) base learners, which further reveals the vulnerabilities of learning-based image-classification models. Experimental results show that the attack success rate for the ensemble model is about 35% higher than for a single model. The attack success rate of ELAA is 15% higher than those of the baseline methods.


 
104 viewsCategory: Informatics, Physics
 
Entropy, Vol. 25, Pages 216: On the Thermodynamics of Particles Obeying Monotone Statistics (Entropy)
Entropy, Vol. 25, Pages 214: Investigating Dynamical Complexity and Fractal Characteristics of Bitcoin/US Dollar and Euro/US Dollar Exchange Rates around the COVID-19 Outbreak (Entropy)
 
 
blog comments powered by Disqus


MyJournals.org
The latest issues of all your favorite science journals on one page

Username:
Password:

Register | Retrieve

Search:

Physics


Copyright © 2008 - 2024 Indigonet Services B.V.. Contact: Tim Hulsen. Read here our privacy notice.
Other websites of Indigonet Services B.V.: Nieuws Vacatures News Tweets Nachrichten