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Shirui Pan

Griffith University

170 Kessels Road

Nathan, QLD 4111

Australia

SCHOLARLY PAPERS

10

DOWNLOADS

760

TOTAL CITATIONS

10

Scholarly Papers (10)

A Review of Graph Neural Networks for Brain Diseases Analysis

Number of pages: 47 Posted: 13 Nov 2025
Guangzhou University, Guangzhou University, affiliation not provided to SSRN, Guangzhou University, Guangzhou Medical University, Griffith University and Peng Cheng Laboratory
Downloads 161 (479,826)

Abstract:

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Brain diseases analysis, Graph Neural Networks

A Review of Graph Neural Networks for Brain Diseases Analysis

Number of pages: 47 Posted: 25 Aug 2025
Guangzhou University, Guangzhou University, affiliation not provided to SSRN, Guangzhou University, Guangzhou Medical University and Griffith University
Downloads 99 (699,970)

Abstract:

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Brain diseases analysis, Graph Neural Networks

2.

GatorCLR: Personalized Predictions of Patient Outcomes on Electronic Health Records Using Self-Supervised Contrastive Graph Representation

Number of pages: 42 Posted: 18 Dec 2024
University of Florida, The University of Adelaide, Monash University, Griffith University, North Carolina State University, University of Florida, University of Florida and University of Florida
Downloads 116 (613,149)

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Electronic Health Record, Patient Outcome Prediction, Contrastive Self-supervised Learning, Time-aware Representation Learning

3.

DropNaE: Alleviating Irregularity for Large-Scale Graph Representation Learning

Number of pages: 11 Posted: 09 Nov 2023
Chinese Academy of Sciences (CAS) - Beijing Branch, ShanghaiTech University, Chinese Academy of Sciences (CAS) - Beijing Branch, Chinese Academy of Sciences (CAS) - Beijing Branch, Griffith University, University of Shanghai for Science and Technology, Tsinghua University, Chinese Academy of Sciences (CAS) - Beijing Branch and Chinese Academy of Sciences (CAS) - Beijing Branch
Downloads 85 (771,553)

Abstract:

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Algorithms on Graph Representation Learning, Efficient large-scale graph representation learning, Irregularity, Graph neural network

4.

No Fear of Representation Bias Graph Contrastive Learning with Calibration and Fusion

Number of pages: 28 Posted: 27 Mar 2024
affiliation not provided to SSRN, Monash University, affiliation not provided to SSRN, affiliation not provided to SSRN and Griffith University
Downloads 79 (809,932)
Citation 1

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Representation Bias, graph contrastive learning, Calibration, fusion

5.

Graph Positive-Unlabeled Learning Via Bootstrapping Label Disambiguation

Number of pages: 31 Posted: 06 Dec 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Northwest Agricultural and Forestry University, Griffith University and Northwest Agricultural and Forestry University
Downloads 70 (875,328)

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Positive-unlabeled Learning, Label Disambiguation, Representation Learning

6.

A Survey on Fairness-Aware Recommender Systems

Number of pages: 32 Posted: 05 Jun 2023
Tianjin University, Tianjin University, Monash University, Monash University, Nantong University, Federation University Australia and Griffith University
Downloads 61 (951,658)
Citation 9

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Recommender Systems, Fairness, trustworthiness

7.

Towards Combining  Multiple Knowledge Graphs for Large Language Models Reasoning

Number of pages: 32 Posted: 01 Jul 2025
Guangzhou University, Guangzhou University, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Guangzhou University and Griffith University
Downloads 32 (1,290,922)

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Large Language Models, Multiple Knowledge Graphs, LLM Reasoning.

8.

Evaluating the Effects of Data Sparsity on the Link-Level Bicycling Volume Estimation: A Graph Convolutional Neural Network Approach

Number of pages: 20 Posted: 20 Oct 2024
Monash University, Monash University, University of New South Wales (UNSW), Griffith University and Monash University - School of Public Health and Preventive Medicine
Downloads 24 (1,399,036)

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Intelligent Transportation Systems, Graph Neural Networks, Machine Learning, Bicycling Volume Estimation, Sustainable Urban Transportation, Strava Metro Data Analysis

9.

Spatio-Temporal-Aware Preference Optimization for Personalized Radiology Report Generation

Number of pages: 10 Posted: 28 Jan 2026
Northwestern Polytechnic University (NPU), Northwestern Polytechnic University (NPU), Northwestern Polytechnic University (NPU), affiliation not provided to SSRN, Griffith University, affiliation not provided to SSRN and Northwestern Polytechnic University (NPU)
Downloads 23 (1,424,331)

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Radiology Report Generation, reinforcement learning, Preference Optimization, Multiple View

10.

Dual-End Debiasing for Collaborative Filtering via Counterfactual Popularity Learning

Number of pages: 10 Posted: 02 Mar 2026
Guangxi University, Guangxi University, Hainan University, Hainan University and Griffith University
Downloads 10 (1,541,665)

Abstract:

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Selection Bias, Popularity Bias, Collision Bias, Causal Inference, Recommender Systems