Author

Huacan Wang

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#artificial intelligence Preprint Sep 2026

LongEmo: Towards Emotion Understanding and Reasoning in Long Videos

While recent Multimodal Large Language Models (MLLMs) have shown promise in affective computing, their reasoning capabilities are largely confined to short video clips with limited interactions. However, real-world emotions are not merely isolated instantaneous reactions but dynamic and cumulative processes deeply shap...

Shuo Zhang, Yifan Zhou, Han-Yu Wang et al. · 0 citations

Preprint Aug 2026

SemaPLC: A Project-Grounded, Verification-Gated Agent Harness for PLC Code Generation

This work presents \textsc{SemaPLC}, a project-grounded and verification-gated agent harness assembled from conventional tools but governed by a strict completion rule, which raises the mean at every layer and most sharply at runtime.

Yan-Lun Tu, Hua-Can Wang, Zi-Yue Zhou et al. · 0 citations