文章A Survey of Adversarial Learning on Graphs提出了两种特殊的对抗训练策略,对所有节点进行保护的全局对抗训练Global-AT(global adversarial training)和保护目标节点免受攻击的目标标签对抗训练Target-AT(target label adversarial training)。在Global-AT中,首先选择目标节点对,更新 (t-1) 次对抗网络的邻接矩阵 \hat...
当然,貌似他们课题组的也对某些相关方面进行研究,有兴趣的可以参考综述《Graph Neural Networks: A Review of Methods and Applications》、《A comprehensive survey on graph neural networks》,将来我也会对这些文献进行总结分享。 文中还提到,Network embedding也是一个很火的研究点,可以实现将节点嵌入到低维的向量...
图自动编码器 (graph autoencoder,GAE),GAE 假设低秩图结构,并采用无监督方法进行节点表示学习。 图强化学习(graph reinforcement learning,Graph RL),图 RL 定义了基于图的动作和奖励,以在遵循约束的同时获得有关图任务的反馈。 图对抗方法(graph adversarial methods),图对抗方法采用对抗训练技术来增强基于图的模型...
By adding tiny disturbances to the original samples, the accuracy of the original classification depth model is successfully reduced, and the purpose of confronting deep learning is achieved. In this paper, the survey of adversarial examples and deep learning based data hiding are presented, and ...
2、Adversarial attack and defense on graph data: A survey. arXiv , 2018. 3、Graph sanitation with application to node classification. arXiv preprint arXiv 2021. 4、On the unreasonable effectiveness of feature propagation in learning on graphs with missing node features. arXiv, 2021. ...
A Comprehensive Survey of Graph-based Deep Learning Approaches for Anomaly Detection in Complex Distributed Systems Intelligent financial fraud detection practices in post-pandemic era A Comprehensive Survey on Graph Anomaly Detection with Deep Learning Anomaly Mining - Past, Present and Future Graph Comput...
A modern urban infrastructure no longer operates in isolation, but instead, leverages the latest technologies to collect, process, and distribute aggregated knowledge in order to improve the quality of the provided services and promote the efficiency of
A Survey of Surveys (NLP & ML) In this document, we survey hundreds of survey papers on Natural Language Processing (NLP) and Machine Learning (ML). We categorize these papers into popular topics and do simple counting for some interesting problems. In addition, we show the list of the pa...
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications 知识图谱方向重要综述,几乎是必看!文章太长了,小破网和小破电脑快要卡爆了... 从三个角度来浏览文章,泛读,精读以及总结。 文章巨长预警!!!⚠️⚠️⚠️ 文章巨长预警!!!⚠️⚠️⚠️ ...
Therefore, knowledge distillation on graphs (KDG), which naturally introduces the advantages of KD into graph learning and builds efficient GNNs, has become a promising research topic and attracted increasing attention from the Artificial Intelligence (AI) community. Consequently, there have been many ...