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Even state-of-the-art AI-generated image detectors struggle when images are cropped, resized, or compressed, revealing a critical gap in real-world robustness.
Forget fine-tuning or API calls: $k$NNProxy aligns proxy LLMs for generated text detection using a training-free $k$-NN retrieval method, achieving robust performance even when the source LLM is a black box.