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

arXiv:2606.25152 · cs.CL, cs.AI · Submitted 2026-06-23 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-06-23

Updated: 2026-10-14

Terminology

• Adaptation — 4× in this paper · explained in 1 episode
• Distribution Shift — 4× in this paper · explained in 8 episodes
• Distribution Shifts — 3× in this paper · explained in 2 episodes
• Homogeneity — 2× in this paper · explained in 2 episodes
• Semi-supervised Learning — 2× in this paper · explained in 4 episodes
• Test-time Adaptation (TTA) — 1× in this paper · explained in 3 episodes

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering