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20242026
most citedGraph Neural Network-Based Entity Extraction and Relationship Reasoning in Complex Knowledge Graphs

9 citations · 14 across the 16 of their papers we have counts for

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6 papers · 1 filter

cs.CV2024★ 1 cited

A Review of Intelligent Device Fault Diagnosis Technologies Based on Machine Vision

Guiran Liu, Binrong Zhu

This paper provides a comprehensive review of mechanical equipment fault diagnosis methods, focusing on the advancements brought by Transformer-based models. It details the structu…

cs.LG2024★ 1 cited

Dynamic EEG-fMRI mapping: Revealing the relationship between brain connectivity and cognitive state

Guiran Liu, Binrong Zhu

This study investigated the dynamic connectivity patterns between EEG and fMRI modalities, contributing to our understanding of brain network interactions. By employing a comprehen…

cs.CL2024★ 9 cited

Graph Neural Network-Based Entity Extraction and Relationship Reasoning in Complex Knowledge Graphs

Junliang Du, Guiran Liu, Jia Gao +3

This study proposed a knowledge graph entity extraction and relationship reasoning algorithm based on a graph neural network, using a graph convolutional network and graph attentio…

cs.CL2024

Deep Learning for Medical Text Processing: BERT Model Fine-Tuning and Comparative Study

Jiacheng Hu, Yiru Cang, Guiran Liu +3

This paper proposes a medical literature summary generation method based on the BERT model to address the challenges brought by the current explosion of medical information. By fin…

cs.CR2024★ 1 cited

Balancing Innovation and Privacy: Data Security Strategies in Natural Language Processing Applications

Shaobo Liu, Guiran Liu, Binrong Zhu +3

This research addresses privacy protection in Natural Language Processing (NLP) by introducing a novel algorithm based on differential privacy, aimed at safeguarding user data in c…

cs.CL2024

Graph Neural Network Framework for Sentiment Analysis Using Syntactic Feature

Linxiao Wu, Yuanshuai Luo, Binrong Zhu +3

Amidst the swift evolution of social media platforms and e-commerce ecosystems, the domain of opinion mining has surged as a pivotal area of exploration within natural language pro…