Obfuscation Technique

Obfuscation techniques aim to transform data or code to conceal sensitive information while preserving functionality or utility. Current research focuses on developing and evaluating obfuscation methods for various data types (text, images, code, and even model parameters) using diverse approaches, including large language models, transformer networks, and differential privacy mechanisms. These techniques are crucial for protecting privacy in various applications, from securing sensitive data shared across platforms to mitigating risks associated with adversarial attacks on machine learning models. The ongoing development and rigorous evaluation of these methods are vital for advancing privacy-preserving technologies and ensuring responsible data handling.