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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Tanfeng Sun

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Preprint Sep 2026

RED: Reconstruction Evolution Dynamics for Generalizable AI-Generated Image Detection

The rapid evolution of image generators calls for forensic cues that generalize beyond known generation mechanisms. Existing detectors often rely on static image representations or endpoint reconstruction discrepancies, leaving the evolution of intermediate reconstruction stages underexplored. We observe that the relat...

Wen-Peng Mu, Jun-Shan Jin, Tan-Feng Sun et al. · 0 citations
2026

MF2DA: Multi-Level Feature Fusion for Robust Detection and Attribution of Universal AI-Generated Images

The proliferation of hyper-realistic AI-generated images poses significant threats to digital information integrity and forensic accountability. Existing detection methodologies, however, face three critical bottlenecks: vulnerability to real-world distortions such as social media compression, inadequate specialization...

Wen-Peng Mu, Qiang Xu, Yi-Ning Zhang et al. · 1 citation

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