graph neural networks

"通过运用“Sheaf Cohomology”的数学宝藏，我们可以将这些矛盾转化为需要衡量的事物。"

"实验结果表明，将该方法生成的权重应用于基于聚类的 Voronoi 图可以显著提高可扩展性、准确性和物理合理性，同时提高精度，与传统方法相比。"

"在这项工作中，我们探讨了是否可以利用攻击信号来提高反事实解释的可靠性。"

"对于具有线性图卷积和深度ReLU读出的GNN的最小二乘估计，我们证明了一个尖锐的非渐近风险界限，它分离了近似误差、随机误差和优化误差。"

"AaaS with Meta 正在解决这个问题：“如果我请这位网红，我能卖多少？”"

"在这项工作中，我们提出了一个通用的理论框架，该框架描述了 MPNN 可以从小型实例的训练集中学习算法，并可证明地逼近其在任意大小输入上的行为的充分条件。"

"关于 GNN（图神经网络）我调查了，所以总结一下。"

"大家好，我是一名对深度学习有基本了解的三年级工程系学生。我想为我的毕业设计了解 GNN 图神经网络和 ST-GCN 时空图卷积网络。"

"City2Graph converts geospatial datasets into graph representations with seamless integration across GeoPandas, NetworkX, and PyTorch Geometric."

"This article outlines 5 recent breakthroughs in GNNs that are worth watching in the year ahead: from integration with LLMs to interdisciplinary scientific discoveries."

"MAPI-GNN is designed for multimodal medical diagnosis."

"The paper uses Spatio-Temporal Graph Neural Networks."

"The research is sourced from ArXiv, indicating it's a peer-reviewed research paper."

"The article is sourced from ArXiv."

"The research focuses on the classification of synthetic graph generative models."

"AL-GNN focuses on privacy-preserving and replay-free continual graph learning."

"The article is from ArXiv, indicating it is likely a pre-print of a research paper."

"The article is a review and benchmark study."

"The research is available on ArXiv."

"The research focuses on the application of GNNs to numerical data related to cementitious materials."

"BridgeNet is a dataset of graph-based bridge structural models."

"The paper focuses on multivariate time series forecasting with a hybrid Euclidean-SPD Manifold Graph Neural Network."

"The article is a 'complete guide' to the topic."

"Empirical Robustness Across Domains."

"The research focuses on semi-supervised multi-view graph convolutional networks."

"The article is sourced from ArXiv, indicating a pre-print research paper."

"The article is based on a paper from ArXiv, suggesting novel research."

"The study focuses on label scarcity and structural properties."

"The article is sourced from ArXiv, indicating it likely presents research findings."