Intelligent Systems, Advanced Learning Theory, Methodology, and Techniques: Mapping Black-Box Attack Metrics and Parameter Spaces in Machine Learning
Abstract
Investigating the Impact of Transformer Architectures on Traditional Security Paradigms1. Craft an evaluation framework for measuring the transferability of adversarial examples across different pre-trained model architectures.2. Demonstrate how transformers exhibit high transferability rates of adversarial examples against other model architectures.3. Show that the degree of transferability of adversarial examples is dependent on the finetuned dataset. The Space of Adversarial Strategies1. Develop a unified framework of attacks in adversarial machine learning.2. Evaluate the generalization of attacks introduced by our framework across threat models, datasets, and robust v. non-robust models.3. Determine the components that yield the most performant attack.
Document Details
- Document Type
- Technical Report
- Publication Date
- Sep 15, 2023
- Accession Number
- AD1230148
Entities
People
- Patrick Drew McDaniel
Organizations
- Pennsylvania State University