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What is Adversarial Training in Lay Mans Terms? And How Does it Help Preventing Adversarial Attacks?
Artificial intelligence (AI) and machine learning have become integral parts of our daily lives. From virtual assistants to recommender systems, AI is powering many of the services and applications we use every day. However, as the use of AI grows, so do concerns about its security vulnerabilities. The OWASP team has published its first version of OWASP Top 10 for LLM, especially for AI applications powered by LLMs. One such concern is that of adversarial attacks. Adversarial attacks aim to fool AI systems by supplying deceptively modified inputs. This can cause the AI to misclassify or misinterpret the perturbed input. For instance, adding some nearly imperceptible noise to an image can make an AI system misclassify it completely. Defending against such attacks is critical for building robust and trustworthy AI systems. This is where adversarial training comes into…