论文解读 - 随笔分类(第6页) - 别关注我了，私信我吧

论文解读（LightGCN）《LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation》

摘要：论文信息论文标题：LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation论文作者：Xiangnan He, Kuan Deng, Xiang Wang, Yan Li, Yongdong Zha 阅读全文

posted @ 2022-05-14 15:05 别关注我了，私信我吧阅读(1301) 评论(0) 推荐(0)

论文解读（ClusterSCL）《ClusterSCL: Cluster-Aware Supervised Contrastive Learning on Graphs》

摘要：论文信息论文标题：ClusterSCL: Cluster-Aware Supervised Contrastive Learning on Graphs论文作者：Yanling Wang, Jing Zhang, Haoyang Li, Yuxiao Dong, Hongzhi Yin, Cuip 阅读全文

posted @ 2022-05-12 20:53 别关注我了，私信我吧阅读(1287) 评论(0) 推荐(2)

论文解读（SimGRACE）《SimGRACE: A Simple Framework for Graph Contrastive Learning without Data Augmentation》

摘要：论文信息论文标题：SimGRACE: A Simple Framework for Graph Contrastive Learning without Data Augmentation论文作者：Jun Xia, Lirong Wu, Jintao Chen, Bozhen Hu, Stan Z 阅读全文

posted @ 2022-05-10 21:53 别关注我了，私信我吧阅读(846) 评论(0) 推荐(0)

论文解读（GTN）《Graph Transformer Networks》

摘要：论文信息论文标题：Graph Transformer Networks论文作者：Seongjun Yun, Minbyul Jeong, Raehyun Kim, Jaewoo Kang, Hyunwoo J. Kim论文来源：2019, NeurIPS论文地址：download 论文代码：dow 阅读全文

posted @ 2022-05-09 16:13 别关注我了，私信我吧阅读(3836) 评论(0) 推荐(3)

论文解读（SAGPool）《Self-Attention Graph Pooling》

摘要：论文信息论文标题：Self-Attention Graph Pooling论文作者：Junhyun Lee, Inyeop Lee, Jaewoo Kang论文来源：2019, ICML论文地址：download 论文代码：download 1 Preamble 对图使用下采样 downsampl 阅读全文

posted @ 2022-05-08 14:29 别关注我了，私信我吧阅读(1545) 评论(0) 推荐(1)

论文解读（DiffPool）《Hierarchical Graph Representation Learning with Differentiable Pooling》

摘要：论文信息论文标题：Hierarchical Graph Representation Learning with Differentiable Pooling论文作者：Rex Ying, Jiaxuan You, Christopher Morris, Xiang Ren, William L. 阅读全文

posted @ 2022-05-07 18:05 别关注我了，私信我吧阅读(708) 评论(0) 推荐(0)

论文解读《Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning》

摘要：论文信息论文标题：Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning论文作者：Qimai Li, Zhichao Han, Xiao-Ming Wu论文来源：2018, AAAI论文地址：do 阅读全文

posted @ 2022-05-05 21:36 别关注我了，私信我吧阅读(817) 评论(0) 推荐(0)

论文解读（GMT）《Accurate Learning of Graph Representations with Graph Multiset Pooling》

摘要：论文信息论文标题：Accurate Learning of Graph Representations with Graph Multiset Pooling论文作者：Jinheon Baek, Minki Kang, Sung Ju Hwang论文来源：2021, ICLR论文地址：downlo 阅读全文

posted @ 2022-05-04 20:56 别关注我了，私信我吧阅读(737) 评论(0) 推荐(2)

论文解读《Measuring and Relieving the Over-smoothing Problem for Graph NeuralNetworks from the Topological View》

摘要：论文信息论文标题：Measuring and Relieving the Over-smoothing Problem for Graph NeuralNetworks from the Topological View论文作者：Deli Chen, Yankai Lin, Wei Li, Pen 阅读全文

posted @ 2022-05-04 09:33 别关注我了，私信我吧阅读(974) 评论(0) 推荐(0)

论文解读（DAGNN）《Towards Deeper Graph Neural Networks》

摘要：论文信息论文标题：Towards Deeper Graph Neural Networks论文作者：Meng Liu, Hongyang Gao, Shuiwang Ji论文来源：2020, KDD论文地址：download 论文代码：download 1 Introduction 问题引入：图阅读全文

posted @ 2022-05-02 16:23 别关注我了，私信我吧阅读(2398) 评论(0) 推荐(1)

论文解读（Debiased）《Debiased Contrastive Learning》

摘要：论文信息论文标题：Debiased Contrastive Learning论文作者：Ching-Yao Chuang, Joshua Robinson, Lin Yen-Chen, Antonio Torralba, Stefanie Jegelka论文来源：2020, NeurIPS论文地址：阅读全文

posted @ 2022-04-28 20:56 别关注我了，私信我吧阅读(1806) 评论(0) 推荐(0)

论文解读（IGSD）《Iterative Graph Self-Distillation》

摘要：论文信息论文标题：Iterative Graph Self-Distillation论文作者：Hanlin Zhang, Shuai Lin, Weiyang Liu, Pan Zhou, Jian Tang, Xiaodan Liang, Eric P. Xing论文来源：2021, ICLR论阅读全文

posted @ 2022-04-28 11:51 别关注我了，私信我吧阅读(435) 评论(0) 推荐(0)

论文解读（GIC）《Graph infoclust: Leveraging cluster-level node information for unsupervised graph representation learning》

摘要：论文信息论文标题：Graph infoclust: Leveraging cluster-level node information for unsupervised graph representation learning论文作者：Costas Mavromatis, G. Karypis论阅读全文

posted @ 2022-04-28 10:28 别关注我了，私信我吧阅读(753) 评论(0) 推荐(0)

论文解读（SUBG-CON）《Sub-graph Contrast for Scalable Self-Supervised Graph Representation Learning》

摘要：论文信息论文标题：Sub-graph Contrast for Scalable Self-Supervised Graph Representation Learning论文作者：Yizhu Jiao, Yun Xiong, Jiawei Zhang, Yao Zhang, Tianqi Zha 阅读全文

posted @ 2022-04-27 17:06 别关注我了，私信我吧阅读(771) 评论(0) 推荐(0)

论文解读（MERIT）《Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning》

摘要：论文信息论文标题：Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning论文作者：Ming Jin, Yizhen Zheng, Yuan-Fang Li, Chen Go 阅读全文

posted @ 2022-04-26 23:14 别关注我了，私信我吧阅读(464) 评论(0) 推荐(0)

论文解读（MCNS）《Understanding Negative Sampling in Graph RepresentationLearning》

摘要：论文信息论文标题：Understanding Negative Sampling in Graph RepresentationLearning论文作者：Zhen Yang, Ming Ding, Chang Zhou, Hongxia Yang, Jingren Zhou, Jie Tang论文阅读全文

posted @ 2022-04-26 15:18 别关注我了，私信我吧阅读(377) 评论(0) 推荐(0)

论文解读（DGB）《Self-supervised Graph Representation Learning via Bootstrapping》

摘要：论文信息论文标题：Self-supervised Graph Representation Learning via Bootstrapping论文作者：Feihu Che, Guohua Yang, Dawei Zhang, Jianhua Tao, Pengpeng Shao, Tong Li 阅读全文

posted @ 2022-04-25 20:08 别关注我了，私信我吧阅读(227) 评论(0) 推荐(0)

论文解读（GROC）《Towards Robust Graph Contrastive Learning》

摘要：论文信息论文标题：Towards Robust Graph Contrastive Learning论文作者：Nikola Jovanović, Zhao Meng, Lukas Faber, Roger Wattenhofer论文来源：2021, arXiv论文地址：download 论文代码：阅读全文

posted @ 2022-04-24 22:10 别关注我了，私信我吧阅读(438) 评论(0) 推荐(0)

论文解读（CGC）《CGC: Contrastive Graph Clustering for Community Detection and Tracking》

摘要：论文信息论文标题：CGC: Contrastive Graph Clustering for Community Detection and Tracking论文作者：Namyong Park, Ryan Rossi, Eunyee Koh, Iftikhar Ahamath Burhanuddi 阅读全文

posted @ 2022-04-23 11:27 别关注我了，私信我吧阅读(1319) 评论(0) 推荐(1)

论文解读（DCRN）《Deep Graph Clustering via Dual Correlation Reduction》

摘要：论文信息论文标题：Deep Graph Clustering via Dual Correlation Reduction论文作者：Yue Liu, Wenxuan Tu, Sihang Zhou, Xinwang Liu, Linxuan Song, Xihong Yang, En Zhu论文来阅读全文

posted @ 2022-04-20 22:18 别关注我了，私信我吧阅读(1535) 评论(0) 推荐(0)

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