Author

Xin Zhang

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Preprint Sep 2026

Agentic Tool-Augmented Reasoning for Explainable Image Forgery Detection

Conventional image forgery detection methods produce binary scores or pixel-level masks without interpretable evidence, while recent multimodal large language model (MLLM)-based approaches generate post-hoc explanations of predetermined classification results rather than reasoning from evidence. Inspired by the forensi...

Zhi-Ya Tan, Jing Huang, Chang-Tao Miao et al. · 0 citations

#artificial intelligence Preprint Sep 2026

SkillGLoW: Procedural-Family Skill Consolidation for Self-Improving Agents on Long-Horizon Task Streams

This work argues the missing unit of reuse is the solving procedure shared by a cluster of related tasks, and builds SkillGLoW (Global-Local Weave) around it: the local skills a task writes from its own execution are aggregated into procedural families and compressed into de-instantiated global priors.

Ao Yan, Xin Zhang, Jiawei Du et al. · 0 citations