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Preprint Sep 2026

DecFlowEdit: Self-Localized Flow-based Image Editing via Guidance Decoupling

Flow-based image editing (FlowEdit) enables inversion-free semantic changes through the difference between source and target velocities. In this paper, we observe that FlowEdit's default classifier-free guidance (CFG) configuration, with asymmetric source and target scales, causes substantial background leakage. Matchi...

Zhe-Yuan Zhan, Can Wang, Jia-Wei Chen et al. · 0 citations
#artificial intelligence Preprint Aug 2026

Distributed Implicit Harm: A Compositional Safety Blind Spot in MLLM-Based Video Moderation

A multi-agent synthesis framework is developed that composes individually benign components into harmful scenarios and generates diverse DIH videos with explicit reasoning annotations, yielding a dataset of over 9,000 videos spanning visual-only and audio-visual settings.

Ruotong Wang, Zihao Zhu, Siwei Lyu et al. · 0 citations

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