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Author

Jia-Yi Gao

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Preprint Aug 2026

ReART: Reference-Guided Retrieval and Refinement for Emotion-Aware Art Generation

Emotion-aware artistic image generation requires a model to satisfy semantic content, artistic style, and target emotion simultaneously. The key challenge is that artistic captions conflate these axes into underspecified free-form text, making fine-grained visual attributes such as brushwork, composition, and tonal atm...

Qianqian Tang, Jia-Yi Gao, Ting Lei et al. · 0 citations
Preprint Aug 2026

Identity-Preserving Text-to-Video Generation via Agentic Enhancement and Semantic Repair

AESR introduces a global agentic prompt enhancement module, which learns model-specific prompting formats from official documentation, acquires human-centered video generation priors from human-interaction data, and accumulates test-domain identity-preserving generation experience into a reusable playbook through an ag...

Jia-Yi Gao, Changcheng Hua, Jiaqi Tang et al. · 0 citations

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