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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Shi-Yuan Liu

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Preprint Oct 2026

VARI: Robust Text-to-Video Generation via Group-Structured Intent Alignment

Modern text-to-video (T2V) models generate visually compelling videos, yet meaning-preserving changes in prompt wording can substantially alter semantic realization and overall quality. Existing prompt rewriting modifies the inference input, whereas conventional post-training constructs supervision from one prompt form...

Ming-Xuan Zhu, Ho-Hei Chan, Shi-Yuan Liu et al. · 0 citations
#artificial intelligence Preprint Sep 2026

SkillPE: Creativity-Oriented Cinematic Skill Evolution for Text-to-Video Prompt Engineering

Achieving high-quality, cinematic results in text-to-video generation remains challenging for non-experts, whose prompts often lack professional narrative and creative design. We propose SkillPE, a prompt engineering (PE) framework that evolves reusable cinematic skills from expert-authored seeds. SkillPE represents sh...

Yan-Wei Huang, Min Zhu, Shu-Jie Li et al. · 0 citations

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