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Junbin Gao

The University of Sydney

SCHOLARLY PAPERS

9

DOWNLOADS

1,357

TOTAL CITATIONS

3

Scholarly Papers (9)

Adversarial Attacks on Deep Learning-based Network Intrusion Detection Systems: A Taxonomy and Review

Number of pages: 30 Posted: 19 Feb 2025
Charles Sturt University, Charles Sturt University, Charles Sturt University, Charles Sturt University and The University of Sydney
Downloads 386 (199,310)
Citation 1

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Adversarial Attacks on Deep Learning-Based Network Intrusion Detection Systems: A Taxonomy and Review

Number of pages: 40 Posted: 13 Jun 2024
Charles Sturt University, Charles Sturt University, Charles Sturt University, Charles Sturt University and The University of Sydney
Downloads 235 (325,133)
Citation 2

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Adversarial Attack, NIDS, NIDS Tool, Machine Learning, deep learning, Benchmark Dataset

2.

Spatial-Temporal Selective State Space (St-Mamba) Model for Traffic Flow Prediction

Number of pages: 25 Posted: 21 May 2024
The University of Sydney, The University of Sydney, The University of Sydney, The University of Sydney, Newcastle Business School and The University of Sydney
Downloads 343 (217,753)

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Traffic Flow Prediction, Spatial-Temporal Selective State Space (ST-Mamba), State Space Models

3.

Contrastive Optimized Graph Convolution Network for Traffic Forecasting

Number of pages: 27 Posted: 19 May 2023
Beihang University (BUAA), affiliation not provided to SSRN, Beijing University of Technology, Beijing University of Technology, Carnegie Mellon University, affiliation not provided to SSRN, The University of Sydney and Beijing University of Technology
Downloads 113 (626,371)

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Graph Convolution Network, contrastive learning

4.

A Spatial-Temporal Large Language Model with Denoising Diffusion Implicit for Enhancing Centralized Multi-Mode Traffic System

Number of pages: 37 Posted: 11 Oct 2024
The University of Sydney, Newcastle Business School, The University of Sydney, The University of Sydney, The University of Sydney and The University of Sydney
Downloads 84 (777,583)

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Spatial-temporal, DDIM, Large Language Model, Multi-modal, Intelligent Transportation Systems

5.

Adaptive Multi-View Transformer Ensemble for Intrusion Detection: Addressing Data Imbalance and Enhancing Attack Classification

Number of pages: 49 Posted: 16 Jul 2025
Charles Sturt University, Charles Sturt University, Charles Sturt University, Charles Sturt University and The University of Sydney
Downloads 70 (891,180)

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NIDS, GAN, Imbalanced Data, Machine Learning, cyber security

6.

Graph Signal Processing for Global Stock Market Realized Volatility Forecasting

Number of pages: 41 Posted: 07 Oct 2025
Zhengyang Chi, Junbin Gao and Chao Wang
affiliation not provided to SSRN, The University of Sydney and The University of Sydney
Downloads 62 (951,658)

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Volatility spillover, realized volatility, graph signal processing, spectral analysis.

7.

Quasi-Framelets: Robust Graph Neural Networks Via Adaptive Framelet Convolution

Number of pages: 13 Posted: 16 Mar 2023
Mengxi Yang, Xuebin Zheng, Jie Yin and Junbin Gao
The University of Sydney, The University of Sydney, The University of Sydney and The University of Sydney
Downloads 44 (1,133,231)

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Graph Neural Networks, Framelets, Quasi-Framelets, Graph Convolution Networks

8.

How Curvature Enhance the Adaptation Power of Framelet Gcns

Number of pages: 33 Posted: 18 Oct 2023
Dai Shi, Guo Yi, Shao Zhiiqi and Junbin Gao
affiliation not provided to SSRN, affiliation not provided to SSRN, The University of Sydney and The University of Sydney
Downloads 19 (1,470,786)

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Graph neural networks, graph framelet, graph Ricci curvature, heterophily adaption.

9.

Economically Disciplined Operator Learning for Stable Commodity Demand Forecasting

Number of pages: 26 Posted: 09 Jun 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Sydney Business School, The University of Sydney and The University of Sydney
Downloads 1

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Commodity demand forecasting, Operator learning, Economic constraints, Stable time-series forecasting, Spectral projection, Dynamic sparse graph