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On the algorithm level, GCoD integrates a split and conquer training strategy to polarize the graphs to be either denser or sparser in local neighborhoods without compromising the model accuracy, ...

Abstract: Spatiotemporal prediction over graphs (STPG) is crucial for transportation systems. In existing STPG models, an adjacency matrix is an important component that captures the relations among ...

Abstract: Graph spectral filtering relies on a representation matrix to define the frequency-domain transformations. Conventional approaches use fixed graph representations, which limit their ...

在国家自然科学基金重点项目“面向图学习的分布式原生图存储和计算方法研究”的支持下，中国人民大学魏哲巍教授团队与东北大学张岩峰教授团队联合发布了基于计图(Jittor)深度学习框架的图机器学习库(Jittor Geometric)。该库对图数据的存储和训练作了针对性 ...

The Round 2 registration process began on September 4, 2025, and the choice filling and locking window will remain open until September 9, 2025. The Medical Counselling Committee (MCC) has officially ...