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cs.CV2026
VLMs are Good Teachers for Video Reasoning via Adaptive Test-Time Optimization
Junhao Cheng, Liang Hou, Tianxiong Zhong +4
The recent "Reasoning with Video" paradigm utilizes Video Generation Models (VGMs) to generate temporally coherent visual trajectories to complete reasoning tasks. Although state-o…
cs.CV2026
EffectMaker: Unifying Reasoning and Generation for Customized Visual Effect Creation
Shiyuan Yang, Ruihuang Li, Jiale Tao +3
Visual effects (VFX) are essential for enhancing the expressiveness and creativity of video content, yet producing high-quality effects typically requires expert knowledge and cost…