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Subject : representations of graphs

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Academic Journal

Application of Reinforcement Learning Methods Combining Graph Neural Networks and Self-Attention Mechanisms in Supply Chain Route Optimization.

Authors : Wang, Yang¹ (AUTHOR) ; Liang, Xiaoxiang² (AUTHOR)

Source: Sensors (14248220). Feb2025, Vol. 25 Issue 3, p955. 30p.

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Academic Journal

GTAT: empowering graph neural networks with cross attention.

Authors : Shen, Jiahao¹ (AUTHOR); Ain, Qura Tul¹ (AUTHOR); Liu, Yaohua¹ (AUTHOR)

Source: Scientific Reports. 2/8/2025, Vol. 15 Issue 1, p1-13. 13p.

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Academic Journal

Multi-objective design of multi-material truss lattices utilizing graph neural networks.

Authors : Frey, Ramón¹ (AUTHOR) ; Tucker, Michael R.¹ (AUTHOR); Afrasiabi, Mohamadreza¹ (AUTHOR)

Source: Scientific Reports. 1/25/2025, Vol. 15 Issue 1, p1-11. 11p.

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Academic Journal

Hierarchical Graph Neural Network: A Lightweight Image Matching Model with Enhanced Message Passing of Local and Global Information in Hierarchical Graph Neural Networks.

Authors : Opanin Gyamfi, Enoch^1,2 (AUTHOR) ; Qin, Zhiguang¹ (AUTHOR) ; Mantebea Danso, Juliana¹ (AUTHOR)

Source: Information (2078-2489). Oct2024, Vol. 15 Issue 10, p602. 29p.

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Academic Journal

Graph Information Vanishing Phenomenon in Implicit Graph Neural Networks.

Authors : He, Silu¹ (AUTHOR) ; Cao, Jun¹ (AUTHOR) ; Yuan, Hongyuan¹ (AUTHOR)

Source: Mathematics (2227-7390). Sep2024, Vol. 12 Issue 17, p2659. 19p.

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Academic Journal

Adaptive Multi-Channel Deep Graph Neural Networks.

Authors : Wang, Renbiao^1,2 (AUTHOR) ; Li, Fengtai¹ (AUTHOR) ; Liu, Shuwei¹ (AUTHOR)

Source: Symmetry (20738994). Apr2024, Vol. 16 Issue 4, p406. 12p.

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Academic Journal

Graph-Based Audio Classification Using Pre-Trained Models and Graph Neural Networks.

Authors : Castro-Ospina, Andrés Eduardo¹ (AUTHOR) ; Solarte-Sanchez, Miguel Angel¹ (AUTHOR) ; Vega-Escobar, Laura Stella¹ (AUTHOR)

Source: Sensors (14248220). Apr2024, Vol. 24 Issue 7, p2106. 12p.

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Academic Journal

End‐to‐end generation of structural topology for complex architectural layouts with graph neural networks.

Authors : Zhang, Chong¹ (AUTHOR); Tao, Mu‐Xuan^1,2 (AUTHOR); Wang, Chen¹ (AUTHOR)

Source: Computer-Aided Civil & Infrastructure Engineering. Mar2024, Vol. 39 Issue 5, p756-775. 20p.

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Academic Journal

Cross-Session Graph and Hypergraph Co-Guided Session-Based Recommendation.

Authors : Li, Pingrong¹ (AUTHOR) ; Ma, Huifang² (AUTHOR)

Source: Symmetry (20738994). Mar2025, Vol. 17 Issue 3, p389. 16p.

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Academic Journal

基于图对比学习的自监督网络流量检测模型.

Authors : 王紫祎¹; 陈世平¹

Source: Electronic Science & Technology. 2025, Vol. 38 Issue 3, p22-31. 10p.

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نتائج البحث

فلترة النتائج

Application of Reinforcement Learning Methods Combining Graph Neural Networks and Self-Attention Mechanisms in Supply Chain Route Optimization.

GTAT: empowering graph neural networks with cross attention.

Multi-objective design of multi-material truss lattices utilizing graph neural networks.

Hierarchical Graph Neural Network: A Lightweight Image Matching Model with Enhanced Message Passing of Local and Global Information in Hierarchical Graph Neural Networks.

Graph Information Vanishing Phenomenon in Implicit Graph Neural Networks.

Adaptive Multi-Channel Deep Graph Neural Networks.

Graph-Based Audio Classification Using Pre-Trained Models and Graph Neural Networks.

End‐to‐end generation of structural topology for complex architectural layouts with graph neural networks.

Cross-Session Graph and Hypergraph Co-Guided Session-Based Recommendation.

基于图对比学习的自监督网络流量检测模型.

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