gnn

"具体而言，GNN-as-Judge引入了一种协作伪标签策略，首先从有标签节点中识别出受影响最大的无标签节点，然后利用LLM和GNN之间的一致和不一致模式来生成可靠的标签。"

"大量的实验表明，我们的方法在OOD泛化方面具有优越性，并有效缓解了不稳定互信息学习的现象。"

"如果你遇到过任何帮助你理解 GNN 的博客、论文、教程或课程，请分享它们。"

"2022年，Bodnar 等人在 NeurIPS 上提出了“神经层扩散”，将 200 年前的层理论引入到 GNN 中，一举解决了过平滑和异亲性问题。"

"2025年，在被NeurIPS和ICML接受的论文中，“Sheaf”、“Categorical”和“代数几何”这些词汇正在迅速增加。这并非巧合。"

"我们正在构建一个名为 Nixtee 的工具，以解决人工智能审计中的“黑盒”问题。"

"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。"

"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。"

"一个值得写进简历的硕士项目，不是玩具数据集或Kaggle风格的工作，而是具有深度、分析和范围，与数据科学家/机器学习工程师角色相关。"

"MNIST 图像的分类准确率超过 80%。"

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

"其中，MeshGraphNets (MGN) 尤其..."

"The research focuses on a 'Multi-fidelity Double-Delta Wing Dataset' and its application to GNN-based aerodynamic field surrogates."

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

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

"The paper focuses on an Adaptive Patient-Centric GNN with Context-Aware Attention and Mini-Graph Explainability."

"The study utilizes Online Semi-Decentralized ST-GNNs."

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

"The study focuses on using lightweight LLMs and GNNs."

"The study integrates news sentiment and time series data with Graph Neural Networks."

"The research focuses on task-specific trust evaluation within a multi-hop collaborator selection process."

"The article is sourced from ArXiv."

"NetDeTox leverages RL-LLM orchestration for adversarial evasion."

"The article was published in 2021, indicating its relevance to the current landscape of AI research."

"The context provided gives insufficient information for a specific key fact."

"A review of methods and applications."