Graph Sampling Through Graph Decomposition and Reconstruction Based on Kronecker Graphs by Shen Lu, Les Piegl, Richard S. Segall

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Hyperspectral target detection based on graph sampling and aggregation network. by Tie Li, Hongfeng Jin, Zhiqiu Li

“…Notably, before this study, graph sampling aggregation networks had scarcely been employed in the realm of hyperspectral target detection. …”
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Collaborative Filtering Recommendation-Based Random Negative Sampling and Graph Attention by Weiqiang Li, Xianghui Li, Xiaowen Liu, Xinhuan Chen, Ming Ma

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3D Object Detection Based on Graph Network Fusion Sampling Strategy by LI Wenju, CHEN Zhilin, QU Jiantao, CUI Liu, CHU Wanghui, GAO Hui

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A Dual-channel Progressive Graph Convolutional Network via subgraph sampling by Wenrui Guan, Xun Wang

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An enhanced framework for knowledge graph embedding based on negative sample analogical reasoning by Huimin Li, Yuhu Tao, Dan Chen, Yi Tang, Jianxiao Wang, Lulu Xue

Subjects: “…Knowledge graph embedding…”
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Universal Knowledge Graph Embedding Framework Based on High-Quality Negative Sampling and Weighting by Pengfei Zhang, Huang Peng, Yang Fang, Zongqiang Yang, Yanli Hu, Zhen Tan, Weidong Xiao

Subjects: “…knowledge graph…”
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Explanation of the Shape of Calibration Graphs Obtained for Mercury, Zinc and Copper in Stream Water Samples by Radi Salim, Ismat Shakhshier

“…Calibration graphs have been obtained for mercury, zinc and copper ions using buffered (pH 7.4) stream water and centrifuged stream water samples. …”
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Research on Spurious-Negative Sample Augmentation-Based Quality Evaluation Method for Cybersecurity Knowledge Graph by Bin Chen, Hongyi Li, Ze Shi

“…As the forms of cyber threats become increasingly severe, cybersecurity knowledge graphs (KGs) have become essential tools for understanding and mitigating these threats. …”
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DSGAU: Dual-Scale Graph Attention U-Nets for Hyperspectral Image Classification With Limited Samples by Hongzhuang Ji, Leying Song, Zhaohui Xue, Hongjun Su

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A Hierarchical Knowledge Graph Embedding Framework for Link Prediction by Shuang Liu, Chengwang Hou, Jiana Meng, Peng Chen, Simon Kolmanic

Subjects: “…Knowledge graph embedding…”
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A Power Monitor System Cybersecurity Alarm-Tracing Method Based on Knowledge Graph and GCNN by Tianhao Ma, Juan Yu, Binquan Wang, Maosheng Gao, Zhifang Yang, Yajie Li, Mao Fan

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scE2EGAE: enhancing single-cell RNA-Seq data analysis through an end-to-end cell-graph-learnable graph autoencoder with differentiable edge sampling by Shuo Wang, Yuanning Liu, Hao Zhang, Zhen Liu

“…Secondly, the hidden representations of DCA are extracted and then used to generate cell-to-cell graph edges through a straight-through estimator (STE) based on top-k sampling and Gumbel-Softmax. …”
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Enhanced small-scale APT knowledge graph embedding via spatio-temporal attribute reasoning and adversarial negative sampling by Yushun Xie, Haiyan Wang, Xiao Jing, Zhaoquan Gu

“…We propose an enhanced APT knowledge graph embedding method called APT-ST-AN to address the limitations of incomplete and sparse data in small-scale APT knowledge graphs. …”
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A hepatitis B virus (HBV) sequence variation graph improves alignment and sample-specific consensus sequence construction. by Dylan Duchen, Steven J Clipman, Candelaria Vergara, Chloe L Thio, David L Thomas, Priya Duggal, Genevieve L Wojcik

“…We investigate an alternative pangenome approach which can combine multiple reference sequences into a graph which can be used during alignment. Using simulated short-read sequencing data generated from publicly available HBV genomes and real sequencing data from an individual living with CHB, we demonstrate alignment to a phylogenetically representative 'genome graph' can improve alignment, avoid issues of reference ambiguity, and facilitate the construction of sample-specific consensus sequences more genetically similar to the individual's infection. …”
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Graph Sample and Aggregate-Attention network optimized for automatic translation of five line stanzas of Tang poems to poetic language by Haiyan Yang, Yuping Fu

“…Poets often blended Buddhist concepts and imagery into their verses, adding a layer of depth and universality. In this manuscript, Graph Sample and Aggregate-Attention Network optimized for automatic translation of five line stanzas of tang poems to poetic language (GSAAN-AT-FLS-TPPL) is proposed. …”
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SMORE: spatial motifs reveal patterns in cellular architecture of complex tissues by Zainalabedin Samadi, Kai Hao, Amjad Askary

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Multiplex Networks and Pan-Cancer Multiomics-Based Driver Gene Identification Using Graph Neural Networks by Xingyi Li, Junming Li, Jun Hao, Xingyu Liao, Min Li, Xuequn Shang

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HS-SocialRec: A Study on Boosting Social Recommendations with Hard Negative Sampling in LightGCN by Ziping Sheng, Lai Wei

Subjects: “…graph neural network…”
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Graph signal processing based pilot pattern design and channel estimation for OFDM system by Bin HE, Guobing LI, Yuan CHEN, Guomei ZHANG

Subjects: “…orthogonal frequency division multiplexing;graph signal processing;channel estimation;pilot pattern design;graph sampling…”
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