AI RESEARCH
Cultivating Forensic Reasoning for Generalizable Multimodal Manipulation Detection
arXiv CS.CV
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ArXi:2603.01993v2 Announce Type: replace Recent advances in generative AI have significantly enhanced the realism of multimodal media manipulation, thereby posing substantial challenges to manipulation detection. Existing manipulation detection and grounding approaches predominantly focus on manipulation type classification under result-oriented supervision, which not only lacks interpretability but also tends to overfit superficial artifacts.