Robustness ensures a model's behavior remains predictable and consistent even under stress.
Regulations like the EU AI Act now mandate adversarial robustness for high-risk AI systems. Common Adversarial Attacks Machine Learning Algorithms: Adversarial Robust...
As AI moves from research labs into safety-critical domains like autonomous driving , healthcare , and financial systems , vulnerabilities become physical risks. and financial systems
Attacks can cause self-driving cars to misidentify stop signs or bypass security filters in large language models. Machine Learning Algorithms: Adversarial Robust...