Rapid advances in AI-generated video (AIGV) have increased the risks posed by deceptive video manipulation. Unlike fully synthetic videos, manipulated videos retain most source content and alter only localized regions, making forensic analysis particularly challenging. Existing video forgery research faces two limitati...
Heng-Rui Kang, Zhong-Hao Yan, Yuxuan Yang et al.· 0 citations
Agent skills represent a standardized format for packaging procedural knowledge and domain expertise, serving within agent harness systems as an essential mechanism to continually constrain a language model's behavior space for repeatable, high-quality task execution. However, because strong closed-source models entail...
Chen-Hao Dang, Siyuan Xiong, Conghui He et al.· 2 citations
This work introduces GeoMoE, a sparse mixture-of-experts dual encoder that decouples global multi-scale representation learning from local hierarchical search, and introduces VIGOR-M, a four-city benchmark with an explicit parent--child satellite hierarchy and held-out half-step galleries for single-resolution, cross-r...
Ruijie Fan, Jun-Yan Ye, Qi Zhu et al.· 0 citations
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