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Author

Mingxuan Zhu

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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
Preprint Aug 2026

LigBench: A Unified and Human-Aligned Benchmark for LLM-based Research Idea Generation

LigBench is proposed, an automated evaluation benchmark that enables fine-grained and reliable evaluation of AI research ideas, consistently applicable across different generation distributions, and PAIR-IQ, a dataset tailored for training pairwise idea judgment models and serving as an auxiliary reference to support m...

Chen-Run Wang, Mingxuan Zhu, Tian-Cheng Huang et al. · 1 citation

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