Search Results for author: Minghua Xu

Found 4 papers, 0 papers with code

Encoding Hierarchical Schema via Concept Flow for Multifaceted Ideology Detection

no code implementations29 May 2024 Songtao Liu, Bang Wang, Wei Xiang, Han Xu, Minghua Xu

BICo enables the concepts to flow across levels of the schema tree and enriches concept representations with multi-granularity semantics.

Masked Graph Transformer for Large-Scale Recommendation

no code implementations7 May 2024 Huiyuan Chen, Zhe Xu, Chin-Chia Michael Yeh, Vivian Lai, Yan Zheng, Minghua Xu, Hanghang Tong

Graph Transformers have garnered significant attention for learning graph-structured data, thanks to their superb ability to capture long-range dependencies among nodes.

Enhancing Transformers without Self-supervised Learning: A Loss Landscape Perspective in Sequential Recommendation

no code implementations20 Aug 2023 Vivian Lai, Huiyuan Chen, Chin-Chia Michael Yeh, Minghua Xu, Yiwei Cai, Hao Yang

Despite their success, Transformer-based models often require the optimization of a large number of parameters, making them difficult to train from sparse data in sequential recommendation.

Self-Supervised Learning Sequential Recommendation

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