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Lifan Jiang

2 accepted papers

2026

DAPrompt: Dual Alignment Prompt of Structure and Semantics for Few-shot Graph Learning

AAAI 2026technical

Few-shot graph learning remains a fundamental yet challenging problem, especially under heterophilic graph settings where connected nodes are likely to belong to different classes. In such scenarios, two key challenges arise: (1) unreliable or noisy graph structures that hinder effective message pas

Cited by 0SourcePDFScholar
2025

MagicID: Hybrid Preference Optimization for ID-Consistent and Dynamic-Preserved Video Customization

ICCV 2025poster

Video identity customization seeks to produce high-fidelity videos that maintain consistent identity and exhibit significant dynamics based on users' reference images. However, existing approaches face two key challenges: identity degradation over extended video length and reduced dynamics during tr…

Cited by 0SourcePDFScholar