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2026 顶会论文

作者位次 #4/5SIGIR 2026Oral· Information Retrieval (Full)

Same Frequency Begets Shared Interests: Popular-Niche Wavelet Graph Learning for Multimodal Recommendation

Yue He · Hongbo Chen · Jingxi Xie · Fengling Li · Jingjing Li

摘要

Multimodal recommendation systems have achieved success in capturing user interests, yet user interests are inherently diverse. Existing GCN-based methods adopt a uniform approach to model user-item interaction graphs, failing to differentiate between ''popular interests'' and ''niche interests''...

可解释性多模态数据与预训练OpenReview

作者位次 #4/7SIGIR 2026Oral· Information Retrieval (Full)

Depression Detection from Social Media: A Mutual Guidance Multi-modal Network with Complementary Graph Learning

Guocheng Hu · Chaoqun Zheng · Ruifan Zuo · Fengling Li · Dan Shi · Xiaofeng Qu · Wenpeng Lu (Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences)

摘要

Depression has become a critical global public health challenge, creating an urgent need for automated and scalable screening solutions. Social media platforms, which capture rich and spontaneous multi-modal behavioral data, offer a promising avenue for detecting early signs of mental distress. H...

多模态社会与人本可解释性OpenReview

作者位次 #5/6AAAI 2026Poster· Artificial Intelligence

Generalizing Vision-Language Models with Dedicated Prompt Guidance

Xinyao Li · Yinjie Min · Hongbo Chen · Zhekai Du · Fengling Li · Jingjing Li

多模态理论与学习动力学OpenReview

Fengling Li

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2026 顶会论文

Same Frequency Begets Shared Interests: Popular-Niche Wavelet Graph Learning for Multimodal Recommendation

Depression Detection from Social Media: A Mutual Guidance Multi-modal Network with Complementary Graph Learning

Generalizing Vision-Language Models with Dedicated Prompt Guidance

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