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The Modality Focusing Hypothesis: On the Blink of Multimodal Knowledge Distillation



Zihui Xue , Zhengqi Gao , Sucheng Ren , Hang Zhao


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Training-Free Robust Multimodal Learning via Sample-Wise Jacobian Regularization



Zhengqi Gao , Sucheng Ren , Zihui Xue , Siting Li , Hang Zhao


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Dynamic Multimodal Fusion



Zihui Xue , Radu Marculescu


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SUGAR: Efficient Subgraph-level Training via Resource-aware Graph Partitioning



Zihui Xue , Yuedong Yang , Mengtian Yang , Radu Marculescu


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Co-advise: Cross Inductive Bias Distillation



Sucheng Ren , Zhengqi Gao , Tianyu Hua , Zihui Xue , Yonglong Tian , Shengfeng He , Hang Zhao


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What Makes Multimodal Learning Better than Single (Provably)



Yu Huang , Chenzhuang Du , Zihui Xue , Xuanyao Chen , Hang Zhao , Longbo Huang

* 15 pages, 2 figures 

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On Feature Decorrelation in Self-Supervised Learning



Tianyu Hua , Wenxiao Wang , Zihui Xue , Yue Wang , Sucheng Ren , Hang Zhao

* The first two authors contribute equally 

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Multimodal Knowledge Expansion



Zihui Xue , Sucheng Ren , Zhengqi Gao , Hang Zhao


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