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Author

Feng Liang

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Preprint Sep 2026

AffectReveal: Event-Grounded Emotion Recognition Beyond Visual Appearances

Visual emotion recognition commonly assumes that all evidence required for prediction is contained in the observed image or video. Yet the same visible reaction can convey different emotions depending on events beyond the input: tears, for example, may indicate grief or joy. We formulate Event-Grounded Emotion Recognit...

Yi-Hao Qian, Run-Hao Zeng, Si-Cheng Zhao et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Enabling Timely Guidance before Skill Retrieval: Retaining Helpful Warm Tips in Agent Context

Reusable skills help LLM-based agents solve complex tasks, but the agent must receive guidance before it commits to an ineffective approach. Existing skill mechanisms often expose only metadata and load full content on demand, leaving useful guidance unavailable until the agent decides to retrieve it. General memory me...

Feng Liang, Yu-Peng Li, Run-Hao Zeng et al. · 0 citations

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