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style transfer

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RESEARCHarXiv CS.LG·5/5/2026

StyleShield: Exposing the Fragility of AIGC Detectors through Continuous Controllable Style Transfer

The paper introduces StyleShield, a novel flow matching framework for conditional text style transfer that exposes the fragility of AI-generated content (AIGC) detectors. It operates in continuous token embedding space to blur the statistical boundary between human and AI writing, challenging the reliability of current detection services.

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