Fighting adversarial AI with defensive AI Organizations can also attempt to address deepfake phishing using AI. Generative adversarial networks (GANs), a type of deep learning model, can produce synthetic datasets and generate mock social engineering attacks. “A strong CISO can rely on AI tools, f...
Causality can also be crucial to dealing withadversarial attacks, subtle manipulations that force machine learning systems to fail in unexpected ways. “These attacks clearly constitute violations of the i.i.d. assumption that underlies statistical machine learning,” the authors of the paper write, ...
thinking up all the ways in which things can go wrong. It will probably be necessary to make attacking the business a kind of adversarial game in which deep reinforcement learning is used in the simulated environment to try to discover all kinds of attacks and possible failure points that are...