Amplifying, Not Learning: The Price of Out-of-Distribution Generalization in AI-Text Detection
cs.LG, cs.AI, cs.CL
Submitted: 2026-05-20
Updated: 2026-08-26
Terminology
Sources
- Alignment Imprint: Zero-Shot AI-Generated Text Detection via Provable Preference Discrepancy
- How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection
Related papers
- Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
- AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
- Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
- Convergence issues in Relational Concept Analysis based on AOC-posets
- Beliefs Beyond Posteriors: Local-Consistency Optimisation for Bayesian Neural Networks
- Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks