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Yu-Ming Fang

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#artificial intelligence Preprint Sep 2026

Forensic-Aware Continual Adaptation for Image Forgery Localization

The rapid evolution of image manipulation techniques has raised growing public security concerns. Existing Image Forgery Localization (IFL) methods can accurately localize manipulated regions but are often unable to adapt to newly emerging forgeries. In real-world forensic scenarios, data typically arrive sequentially,...

Chen-Qi Kong, Song Xia, An-Wei Luo et al. · 0 citations
Preprint Sep 2026

Concept-Level Risk and Calibration for Governance in Diffusion Foundation Models

Diffusion models have become a core paradigm for multimedia generation, offering powerful concept-driven controllability for personalization, semantic editing, and selective unlearning. However, as semantic control extends beyond natural-language prompts to learned embeddings and intervention pipelines, the safety and...

Kun Xu, Yushu Zhang, Tao Wang et al. · 0 citations

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