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Zhi-Qiang Pan

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Open access Sep 2026

Controllable Training-Free Diffusion Style Transfer via Latent Initialization and Attention Statistical Alignment

Recent advances in diffusion models have demonstrated remarkable generative capabilities, but their application to style transfer remains limited by inference instability and poor adaptation to diverse styles. Many methods either rely on costly fine-tuning or sacrifice flexibility and controllability at inference time....

Yan-Zhi Yuan, Zhi-Qiang Pan, Le Xia et al. · 0 citations
Conference Aug 2026

Semantic-Augmented Item Graph Denoising with Collaborative Signals for Multimodal Recommendation

Multimodal recommender systems (MMRS) incorporate item-side content, such as images and texts, to complement limited interaction records and improve recommendation for less-observed users or items. However, existing methods still suffer from several limitations: (1) high-level semantic information in multimodal content...

Run Lin, Xiang-Yu Chen, Yu-Zhuo Dang et al. · 0 citations

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