随笔分类 -  论文解读

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论文解读（CDTrans）《CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation》
摘要：论文信息 论文标题：CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation论文作者：Tongkun Xu, Weihua Chen, Pichao Wang, Fan Wang, Hao Li, Rong Jin论文来 阅读全文
posted @ 2022-12-05 12:32 别关注我了，私信我吧 阅读(701) 评论(0) 推荐(0)
论文解读（CDCL）《Cross-domain Contrastive Learning for Unsupervised Domain Adaptation》
摘要：论文信息 论文标题：Cross-domain Contrastive Learning for Unsupervised Domain Adaptation论文作者：Rui Wang, Zuxuan Wu, Zejia Weng, Jingjing Chen, Guo-Jun Qi, Yu-Gang 阅读全文
posted @ 2022-11-30 01:05 别关注我了，私信我吧 阅读(827) 评论(0) 推荐(0)
论文解读（FedPCL）《Federated Learning from Pre-Trained Models: A Contrastive Learning Approach》
摘要：论文信息 论文标题：Federated Learning from Pre-Trained Models: A Contrastive Learning Approach论文作者：Yue Tan, Guodong Long, Jie Ma, Lu Liu, Tianyi Zhou, Jing Jia 阅读全文
posted @ 2022-10-20 19:35 别关注我了，私信我吧 阅读(1170) 评论(0) 推荐(0)
NIPS2022上的图神经网络相关论文总结
摘要：1. GNN 1.1 探究模型表达能力 How Powerful are K-hop Message Passing Graph Neural Networks Ordered Subgraph Aggregation Networks Convolutional Neural Networks o 阅读全文
posted @ 2022-10-19 14:27 别关注我了，私信我吧 阅读(2049) 评论(0) 推荐(1)
论文解读（GGD）《Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination》
摘要：论文信息 论文标题：Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination论文作者：Yizhen Zheng, Shirui Pan 阅读全文
posted @ 2022-10-19 14:09 别关注我了，私信我吧 阅读(908) 评论(0) 推荐(0)
论文解读（PairNorm）《PairNorm: Tackling Oversmoothing in GNNs》
摘要：论文信息 论文标题：PairNorm: Tackling Oversmoothing in GNNs论文作者：Lingxiao Zhao, Leman Akoglu论文来源：2020,ICLR论文地址：download 论文代码：download 1 Introduction GNNs 的表现随着层 阅读全文
posted @ 2022-08-21 15:20 别关注我了，私信我吧 阅读(1055) 评论(0) 推荐(0)
论文解读（NWR）《Graph Auto-Encoder via Neighborhood Wasserstein Reconstruction》
摘要：论文信息 论文标题：Graph Auto-Encoder via Neighborhood Wasserstein Reconstruction论文作者：Shaked Brody, Uri Alon, Eran Yahav论文来源：2022,ICLR论文地址：download 论文代码：downlo 阅读全文
posted @ 2022-08-20 09:30 别关注我了，私信我吧 阅读(1300) 评论(0) 推荐(1)
论文解读（GATv2）《How Attentive are Graph Attention Networks?》
摘要：论文信息 论文标题：How Attentive are Graph Attention Networks?论文作者：Shaked Brody, Uri Alon, Eran Yahav论文来源：2022,ICLR论文地址：download 论文代码：download 1 Abstract 在 GAT 阅读全文
posted @ 2022-08-18 15:37 别关注我了，私信我吧 阅读(5274) 评论(0) 推荐(1)
论文解读（SEP）《Structural Entropy Guided Graph Hierarchical Pooling》
摘要：论文信息 论文标题：Structural Entropy Guided Graph Hierarchical Pooling论文作者：Junran Wu, Xueyuan Chen, Ke Xu, Shangzhe Li论文来源：2022,ICLR论文地址：download 论文代码：downloa 阅读全文
posted @ 2022-08-16 17:56 别关注我了，私信我吧 阅读(1833) 评论(0) 推荐(0)
论文解读（ASAP）《ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations》
摘要：论文信息 论文标题：ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations论文作者：Ekagra Ranjan, Soumya Sanyal, Partha Pratim Taluk 阅读全文
posted @ 2022-08-14 20:44 别关注我了，私信我吧 阅读(723) 评论(0) 推荐(0)
论文解读（Graph Barlow Twins）《Graph Barlow Twins: A self-supervised representation learning framework for graphs》
摘要：论文信息 论文标题：Graph Barlow Twins: A self-supervised representation learning framework for graphs论文作者：Piotr Bielaka, Tomasz Kajdanowicza, Nitesh V. Chawlab 阅读全文
posted @ 2022-08-12 10:36 别关注我了，私信我吧 阅读(920) 评论(0) 推荐(0)
论文解读（ChebyGIN）《Understanding Attention and Generalization in Graph Neural Networks》
摘要：论文信息 论文标题：Understanding Attention and Generalization in Graph Neural Networks论文作者：Boris Knyazev, Graham W. Taylor, Mohamed R. Amer论文来源：2019,NeurIPS论文地 阅读全文
posted @ 2022-08-11 20:55 别关注我了，私信我吧 阅读(546) 评论(0) 推荐(1)
论文解读（g-U-Nets）《Graph U-Nets》
摘要：论文信息 论文标题：Graph U-Nets论文作者：Hongyang Gao, Shuiwang Ji论文来源：2019,ICML论文地址：download 论文代码：download 1 Introduction 受到类似 encoder-decoder architecture 的 U-Net 阅读全文
posted @ 2022-08-10 19:43 别关注我了，私信我吧 阅读(1132) 评论(0) 推荐(1)
论文解读（DropEdge）《DropEdge: Towards Deep Graph Convolutional Networks on Node Classification》
摘要：论文信息 论文标题：DropEdge: Towards Deep Graph Convolutional Networks on Node Classification论文作者：Yu Rong, Wenbing Huang, Tingyang Xu, Junzhou Huang论文来源：2020, 阅读全文
posted @ 2022-08-09 19:57 别关注我了，私信我吧 阅读(977) 评论(0) 推荐(1)
论文解读（soft-mask GNN）《Soft-mask: Adaptive Substructure Extractions for Graph Neural Networks》
摘要：论文信息 论文标题：Soft-mask: Adaptive Substructure Extractions for Graph Neural Networks论文作者：Mingqi Yang, Yanming Shen, Heng Qi, Baocai Yin论文来源：2021, WWW论文地址： 阅读全文
posted @ 2022-08-08 15:33 别关注我了，私信我吧 阅读(1393) 评论(0) 推荐(2)
论文解读（ AF-GCL）《Augmentation-Free Graph Contrastive Learning with Performance Guarantee》
摘要：论文信息 论文标题：Augmentation-Free Graph Contrastive Learning with Performance Guarantee论文作者：Haonan Wang, Jieyu Zhang, Qi Zhu, Wei Huang论文来源：2022, ArXiv论文地址： 阅读全文
posted @ 2022-08-04 22:08 别关注我了，私信我吧 阅读(809) 评论(0) 推荐(1)
论文解读（PPNP）《Predict then Propagate: Graph Neural Networks meet Personalized PageRank》
摘要：论文信息 论文标题：Predict then Propagate: Graph Neural Networks meet Personalized PageRank论文作者：Johannes Gasteiger, Aleksandar Bojchevski, Stephan Günnemann论文来 阅读全文
posted @ 2022-08-04 21:14 别关注我了，私信我吧 阅读(1767) 评论(0) 推荐(0)
论文解读（JKnet）《Representation Learning on Graphs with Jumping Knowledge Networks》
摘要：论文信息 论文标题：Representation Learning on Graphs with Jumping Knowledge Networks论文作者：Keyulu Xu, Chengtao Li, Yonglong Tian, Tomohiro Sonobe, Ken-ichi Kawar 阅读全文
posted @ 2022-08-03 16:22 别关注我了，私信我吧 阅读(1422) 评论(0) 推荐(2)
2022年计算机领域顶级学术会议截止时间汇总
摘要：先附上CCF推荐的国际学术会议和期刊目录供各位同仁参考~ 【link】 一、机器学习/人工智能 AAAI 2022（CCF-A） National Conference of the American Association for Artificial Intelligence 截稿日期：已截稿 阅读全文
posted @ 2022-08-03 11:02 别关注我了，私信我吧 阅读(2583) 评论(0) 推荐(0)
论文解读（GSAT）《Interpretable and Generalizable Graph Learning via Stochastic Attention Mechanism》
摘要：论文信息 论文标题：Interpretable and Generalizable Graph Learning via Stochastic Attention Mechanism论文作者：Siqi Miao, Mia Liu, Pan Li论文来源：2022,ICML论文地址：download  阅读全文
posted @ 2022-08-01 21:06 别关注我了，私信我吧 阅读(1472) 评论(0) 推荐(0)

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