# Advertorch > Advertorch is an open-source PyTorch library designed for adversarial robustness research, providing a collection of adversarial attacks and defenses for machine learning models. - URL: https://optimly.ai/brand/advertorch - Logo: https://logo.clearbit.com/https://advertorch.readthedocs.io/en/latest/ - Slug: advertorch - BAI Score: 55/100 - Archetype: Challenger - Category: Artificial Intelligence - Last Analyzed: July 15, 2026 ## Buyer Intent Signals Problems: Custom Implementation: Manually coding adversarial attacks and defenses from research papers, which is time-consuming and prone to errors, especially for complex methods. | Ignore Adversarial Robustness: Not addressing the vulnerability of ML models to adversarial attacks, leading to potentially insecure or unreliable deployments. Solutions: Advertorch PyTorch library | adversarial attacks PyTorch | Advertorch documentation | Other ML Frameworks' Built-in Tools: Using basic adversarial functionalities that might be available within broader machine learning frameworks (e.g., some methods in TensorFlow Privacy), but often la