De-Yu Meng

The adversarial game between detection and evasion: A survey of anti-detection techniques for machine-generated texts.

This paper systematically synthesizes 27 studies of attacks against MGTD and the available evidence on corresponding defenses, categorizing existing research into four major types of evasion strategies: watermark attacks, paraphrasing attacks, prompt-based attacks, and adversarial-text attacks, and summarizes the avail...