Hitting a Moving Target: Test-Time Adaptation for AI Text Detection under Continual Distribution Shift

Kevin Ren, Manish Raghavan, Nikhil Garg

Deployed approaches for AI text detection often rely on training-time access to labeled datasets of both human-written and AI-generated text. This approach is vulnerable to three t…