论文解读 - 随笔分类(第4页) - 别关注我了，私信我吧

论文解读（Survey）《Principal Neighbourhood Aggregation for Graph Nets》

摘要：论文信息论文标题：A Survey on Graph Structure Learning: Progress and Opportunities论文作者：Yanqiao Zhu, Weizhi Xu, Jinghao Zhang, Yuanqi Du, Jieyu Zhang, Qiang Li 阅读全文

posted @ 2022-07-30 10:45 别关注我了，私信我吧阅读(1017) 评论(0) 推荐(0)

论文解读（PNA）《Principal Neighbourhood Aggregation for Graph Nets》

摘要：论文信息论文标题：Principal Neighbourhood Aggregation for Graph Nets论文作者：Gabriele Corso, Luca Cavalleri, Dominique Beaini, Pietro Liò, Petar Veličković论文来源：20 阅读全文

posted @ 2022-07-29 09:51 别关注我了，私信我吧阅读(1016) 评论(0) 推荐(0)

论文解读（SAGA）《Siamese Attribute-missing Graph Auto-encoder》

摘要：论文信息论文标题：Siamese Attribute-missing Graph Auto-encoder论文作者：Wenxuan Tu, Sihang Zhou, Yue Liu, Xinwang Liu论文来源：2021,arXiv论文地址：download 论文代码：download 1 I 阅读全文

posted @ 2022-07-27 15:03 别关注我了，私信我吧阅读(283) 评论(0) 推荐(0)

论文解读（MSN）《Masked Siamese Networks for Label-Effificient Learning》

摘要：论文信息论文标题：Masked Siamese Networks for Label-Effificient Learning论文作者：Mahmoud Assran, Mathilde Caron......论文来源：2022,arXiv论文地址：download 论文代码：download 1 阅读全文

posted @ 2022-07-26 10:06 别关注我了，私信我吧阅读(521) 评论(0) 推荐(0)

论文解读（MaskGAE）《MaskGAE: Masked Graph Modeling Meets Graph Autoencoders》

摘要：论文信息论文标题：MaskGAE: Masked Graph Modeling Meets Graph Autoencoders论文作者：Jintang Li, Ruofan Wu, Wangbin Sun, Liang Chen, Sheng Tian......论文来源：2022,arXiv论阅读全文

posted @ 2022-07-25 10:17 别关注我了，私信我吧阅读(1475) 评论(0) 推荐(1)

论文解读（GCNII）《Simple and Deep Graph Convolutional Networks》

摘要：论文信息论文标题：Simple and Deep Graph Convolutional Networks论文作者：Ming Chen, Zhewei Wei, Zengfeng Huang, Bolin Ding, Yaliang Li论文来源：2020,PMLR论文地址：download 论文阅读全文

posted @ 2022-07-19 10:34 别关注我了，私信我吧阅读(1146) 评论(0) 推荐(2)

论文解读（ValidUtil）《Rethinking the Setting of Semi-supervised Learning on Graphs》

摘要：论文信息论文标题：Rethinking the Setting of Semi-supervised Learning on Graphs论文作者：Ziang Li, Ming Ding, Weikai Li, Zihan Wang, Ziyu Zeng, Yukuo Cen, Jie Tang论阅读全文

posted @ 2022-07-07 17:14 别关注我了，私信我吧阅读(477) 评论(0) 推荐(0)

论文解读《On the Prediction Instability of Graph Neural Networks》

摘要：论文信息论文标题：On the Prediction Instability of Graph Neural Networks论文作者：Max Klabunde, Florian Lemmerich论文来源：2022, arXiv论文地址：download 论文代码：download 1 Intr 阅读全文

posted @ 2022-07-01 15:19 别关注我了，私信我吧阅读(128) 评论(0) 推荐(0)

论文解读（AGC）《Attributed Graph Clustering via Adaptive Graph Convolution》

摘要：论文信息论文标题：Attributed Graph Clustering via Adaptive Graph Convolution论文作者：Xiaotong Zhang, Han Liu, Qimai Li, Xiao-Ming Wu论文来源：2019, IJCAI论文地址：download 阅读全文

posted @ 2022-06-30 11:21 别关注我了，私信我吧阅读(1205) 评论(0) 推荐(1)

论文解读（DCN）《Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering》

摘要：论文信息论文标题：Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering论文作者：Bo Yang, Xiao Fu, Nicholas D. Sidiropoulos, Mingyi Hong论文来源：2 阅读全文

posted @ 2022-06-28 21:17 别关注我了，私信我吧阅读(1406) 评论(0) 推荐(0)

论文解读（LGAE）《Simple and Effective Graph Autoencoders with One-Hop Linear Models》

摘要：论文信息论文标题：Simple and Effective Graph Autoencoders with One-Hop Linear Models论文作者：Guillaume Salha, Romain Hennequin, Michalis Vazirgiannis论文来源：2020, EC 阅读全文

posted @ 2022-06-28 15:47 别关注我了，私信我吧阅读(201) 评论(0) 推荐(0)

论文解读（GCC）《Efficient Graph Convolution for Joint Node RepresentationLearning and Clustering》

摘要：论文信息论文标题：Efficient Graph Convolution for Joint Node RepresentationLearning and Clustering论文作者：Chakib Fettal, Lazhar Labiod,Mohamed Nadif论文来源：2021, WS 阅读全文

posted @ 2022-06-28 14:43 别关注我了，私信我吧阅读(1011) 评论(0) 推荐(1)

论文解读（SR-GNN）《Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data》

摘要：论文信息论文标题：Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data论文作者：Qi Zhu, Natalia Ponomareva, Jiawei Han, Bryan Perozzi论文来源阅读全文

posted @ 2022-06-24 14:59 别关注我了，私信我吧阅读(536) 评论(0) 推荐(0)

论文解读（SAIL）《SAIL: Self-Augmented Graph Contrastive Learning》

摘要：论文信息论文标题：SAIL: Self-Augmented Graph Contrastive Learning论文作者：Lu Yu, Shichao Pei, Lizhong Ding, Jun Zhou, Longfei Li, Chuxu Zhang, Xiangliang Zhang论文来阅读全文

posted @ 2022-06-22 17:49 别关注我了，私信我吧阅读(461) 评论(1) 推荐(0)

论文解读（InfoGraph）《InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization》

摘要：论文信息论文标题：InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization论文作者：Fan-Yun Sun, Jordan 阅读全文

posted @ 2022-06-22 11:33 别关注我了，私信我吧阅读(747) 评论(0) 推荐(0)

论文解读（USIB）《Towards Explanation for Unsupervised Graph-Level Representation Learning》

摘要：论文信息论文标题：Towards Explanation for Unsupervised Graph-Level Representation Learning论文作者：Qinghua Zheng, Jihong Wang, Minnan Luo, Yaoliang Yu, Jundong Li 阅读全文

posted @ 2022-06-21 16:30 别关注我了，私信我吧阅读(465) 评论(0) 推荐(0)

论文解读（KP-GNN）《How Powerful are K-hop Message Passing Graph Neural Networks》

摘要：论文信息论文标题：How Powerful are K-hop Message Passing Graph Neural Networks论文作者：Jiarui Feng, Yixin Chen, Fuhai Li, Anindya Sarkar, Muhan Zhang论文来源：NeurIPS 阅读全文

posted @ 2022-06-20 16:55 别关注我了，私信我吧阅读(2093) 评论(0) 推荐(0)

论文解读（GLNNs）《Graph-Less Neural Networks: Teaching Old MLPs New Tricks Via Distillation》

摘要：论文信息论文标题：Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation论文作者：Shichang Zhang, Yozen Liu, Yizhou Sun, Neil Shah论文来源：2022, ICL 阅读全文

posted @ 2022-06-18 22:34 别关注我了，私信我吧阅读(571) 评论(0) 推荐(0)

论文解读（MGAE）《MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs》

摘要：论文信息论文标题：MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs论文作者：Qiaoyu Tan, Ninghao Liu, Xiao Huang, Rui Chen, Soo-Hyun Choi, Xia Hu论文来阅读全文

posted @ 2022-06-18 10:25 别关注我了，私信我吧阅读(910) 评论(0) 推荐(0)

论文解读（GraphMAE）《GraphMAE: Self-Supervised Masked Graph Autoencoders》

摘要：论文信息论文标题：GraphMAE: Self-Supervised Masked Graph Autoencoders论文作者：Zhenyu Hou, Xiao Liu, Yukuo Cen, Yuxiao Dong, Hongxia Yang, Chunjie Wang, Jie Tang论文阅读全文

posted @ 2022-06-17 15:54 别关注我了，私信我吧阅读(1272) 评论(0) 推荐(0)

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