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cs.CV2026
Exploring the Role of Synthetic Data Augmentation in Controllable Human-Centric Video Generation
Yuanchen Fei, Yude Zou, Zejian Kang +3
Controllable human video generation aims to produce realistic videos of humans with explicitly guided motions and appearances,serving as a foundation for digital humans, animation,…
cs.CV2026
TAG: Target-Agnostic Guidance for Stable Object-Centric Inference in Vision-Language-Action Models
Jiaying Zhou, Zhihao Zhan, Ruifeng Zhai +5
Vision--Language--Action (VLA) policies have shown strong progress in mapping language instructions and visual observations to robotic actions, yet their reliability degrades in cl…