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Zhixiang He

2 accepted papers

2026

Curriculum Group Policy Optimization: Adaptive Sampling for Unleashing the Potential of Text-to-Image Generation

CVPR 2026

Text-to-Image (T2I) generation has achieved remarkable progress in recent years. Meanwhile, reinforcement learning methods, particularly those based on Group Relative Policy Optimization (GRPO), have attracted widespread attention and been successfully applied to T2I tasks. However, the uniform samp

Cited by 0SourcecodeScholar
2026

MTVCraft: Tokenizing 4D Motion for Arbitrary Character Animation

ICLR 2026poster

Character image animation has rapidly advanced with the rise of digital humans. However, existing methods rely largely on 2D-rendered pose images for motion guidance, which limits generalization and discards essential 4D information for open-world animation. To address this, we propose MTVCraft (Mot…

Cited by 0SourcecodeScholar