Author

Si-Yuan Cheng

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#artificial intelligence Preprint Sep 2026

Beyond Sparse Rewards: A New Benchmark and Structure-Aware Graph Alignment for Micro-Drama Understanding

Micro-dramas, characterized by ultra-short durations and hyper-dense storylines, pose unique challenges for video understanding that conventional benchmarks fail to address. To bridge this gap, we introduce M-Drama, the first large-scale bilingual benchmark for micro-drama comprehension, featuring over 35K instances ac...

Yi-Xin Qin, Shi-Zhe Chen, Zhixuan Yu et al. · 0 citations

Jul 2026

PRISM Edit: One Vector for All Temporal Answers

This work introduces PRISM Edit, which optimizes a single polysemous representation across temporal contexts and leverages the model's inherent modulation pathway to route it to temporally correct predictions without requiring any architectural modification.

Chen Huang, Qirui Zheng, Ruiqin Zheng et al. · arXiv.org · 1 citation