Jiamin Chen

About Me

I am Jiamin Chen (陈家民). I received my Ph.D. in Computer Science and Technology from Central South University (CSU) in June 2024. During my doctoral studies, my research interests included graph neural architecture search (GNAS) acceleration methods, GNAS applications, and time series analysis. I have published several papers in the following conferences and journals (SIGIR, CIKM, BIBM, TPDS, IS, TCBB, etc.). My Github and Google Scholar. I am looking for a suitable position in academia. If you are interested in me, please feel free to contact me.

Research Interests

• Large Language Model on Graph
• Graph Automatic Machine Learning
• Bioinformatics based on Graph Neural Networks

Experience

•    2010.09-2014.06 Nanchang University / Bachelor Degree
•    2014.09-2017.06 Nanchang University / Master Degree
•    2016.11-2017.02 iFLYTEK Research Institute / Intern-researcher
•    2017.06-2020.07 China Mobile Zhejiang Company / IT Engineer
•    2020.09-2024.06 Central South University / Doctoral Degree

Selected Publications

Services

Journal Reviewers

• IEEE Transactions on Knowledge and Data Engineering (TKDE)
• Pattern Recognition (PR)
• Knowledge-Based Systems (KBS)
• Briefings in Bioinformatics (BIB)
• ACM Computing Surveys (ACM CS)
• Artificial Intelligence Review (AIR)

All Publications

* Correspond Author | # Equal Contribution

Journal Paper

1. Auto-GNAS: A Parallel Graph Neural Architecture Search Framework.
   Jiamin Chen, Jianliang Gao, Yibo Chen, Babatounde MOCTARD Oloulade, Tengfei Lyu, Zhao Li.
   IEEE Transactions on Parallel and Distributed Systems 2022 CCF A 中科院 2 区 Top.
   Paper Code
2. Decoupled Differentiable Graph Neural Architecture Search.
   Jiamin Chen, Jianliang Gao, Zhenpeng Wu, Raeed Al-Sabri, Babatounde Moctard Oloulade.
   Information Sciences 2024 CCF B 中科院 1 区 Top.
   Paper Code
3. AutoDDI: Drug–drug Interaction Prediction with Automated Graph Neural Network.
   Jianliang Gao, Zhenpeng Wu, Raeed Al-Sabri, Babatounde Moctard Oloulade, and Jiamin Chen^*.
   IEEE Journal of Biomedical and Health Informatics 2024 CCF C 中科院 2 区 Top.
   Paper Code
4. CommGNAS: Unsupervised Graph Neural Architecture Search for Community Detection.
   Jiamin Chen^#, Jianliang Gao^#, Babatounde Moctard Oloulade, Raeed Al-Sabri, Tengfei Lyu, Ji Zhang and Zhao Li.
   IEEE Transactions on Emerging Topics in Computing 2023 中科院 2 区.
   Paper Code
5. AutoMSR: Auto Molecular Structure Representation Learning for Multi-label Metabolic Pathway Prediction.
   Jiamin Chen, Jianliang Gao, Tengfei Lyu, Babatounde MOCTARD Oloulade, Xiaohua Hu.
   IEEE/ACM Transactions on Computational Biology and Bioinformatics 2022 CCF B 中科院 3 区.
   Paper Code
6. GM2NAS: Multitask Multiview Graph Neural Architecture Search.
   Jianliang Gao, Raeed Al-Sabri, Babatounde Moctard Oloulade, Jiamin Chen^*, Tengfei Lyu and Zhenpeng Wu.
   Knowledge and Information Systems 2023 CCF B 中科院 4 区.
   Paper
7. Graph Neural Architecture Prediction.
   Jianliang Gao, Babatounde Moctard Oloulade, Raeed Al-Sabri, Jiamin Chen^*, Tengfei Lyu and Zhenpeng Wu.
   Knowledge and Information Systems 2023 CCF B 中科院 4 区.
   Paper Code
8. Graph Neural Architecture Search with Heterogeneous Message-passing Mechanisms.
   Yili Wang，Jiamin Chen^#，Qiutong Li，Changlong He，Jianliang Gao.
   Knowledge and Information Systems 2023 CCF B 中科院 4 区.
   Paper Code
9. Studies of Terahertz Wave Propagation in Realistic Reentry Plasma Sheath.
   Jiamin Chen, Kai Yuan, Linfang Shen, Xiaohua Deng, Lujun Hong, Ming Yao.
   Progress in Electromagnetics Research 2016 中科院 1 区.
   Paper
10. AutoAMS: Automated Attention-Based Multi-Modal Graph Learning Architecture Search.
    Raeed Al-Sabri, Jianliang Gao, Jiamin Chen, Babatounde Moctard Oloulade and Zhenpeng Wu.
    Neural Networks 2024 CCF B 中科院 1 区.
    paper
11. Graph Neural Architecture Search: A Survey.
    Babatounde Moctard Oloulade, Jianliang Gao, Jiamin Chen, Tengfei Lyu, Raeed Al-Sabri.
    Tsinghua Science and Technology 2021 中科院 1 区.
    Paper
12. Cancer Drug Response Prediction With Surrogate Modeling-Based Graph Neural Architecture Search.
    Babatounde Moctard Oloulade, Jianliang Gao, Jiamin Chen, Raeed Al-Sabri and Zhenpeng Wu.
    Bioinformatics 2023 CCF B 中科院 2 区 .
    Paper Code
13. Neural Predictor-Based Automated Graph Classifier Framework.
    Babatounde Moctard Oloulade, Jianliang Gao, Jiamin Chen, Raeed Al-Sabri, Tengfei Lyu.
    Machine Learning 2022 CCF B 中科院 3 区.
    Paper
14. Multi-view Graph Neural Architecture Search for Biomedical Entity and Relation Extraction.
    Raeed AI-Sabri, Jianliang Gao, Jiamin Chen, Babatounde MOCTARD Oloulade, Tengfei Lyu.
    IEEE/ACM Transactions on Computational Biology and Bioinformatics 2022 CCF B 中科院 3 区.
    Paper Code
15. Adaptive Graph Contrastive Learning with Joint Optimization of Data Augmentation and Graph Encoder.
    Zhenpeng Wu, Jiamin Chen, Raeed Al-Sabri, Babatounde Moctard Oloulade, and Jianliang Gao.
    Knowledge and Information Systems 2023 CCF B 中科院 4 区.
    Paper Code
16. AutoTGRL: An Automatic Text-graph Representation Learning Framework.
    Raeed Al-Sabri, Jianliang Gao, Jiamin Chen, Babatounde Moctard Oloulade and Tengfei Lyu.
    Neural Computing and Application 2023 CCF C 中科院 4 区.
    Paper
17. Impact of Reentry Speed on the Transmission of Obliquely Incident THz Waves in Realistic Plasma Sheaths.
    Kai Yuan, Jiamin Chen, Linfang Shen, Xiaohua Deng, Ming Yao, Lujun Hong.
    IEEE Transactions on Plasma Science 2018 中科院 4 区.
    Paper
18. Identification of New M 31 Star Cluster Candidates from PAndAS Images using Convolutional Neural Networks.
    Shoucheng Wang, Bingqiu Chen, Jun Ma, Qian Long, Haibo Yuan, Dezi Liu, Zhimin Zhou, Wei Liu, Jiamin Chen, Zizhao He.
    Astronomy & Astrophysics 2022 中科院 2 区.
    Paper Code

Conference Paper

1. GraphPAS: Parallel Architecture Search for Graph Neural Networks.
   Jiamin Chen, Jianliang Gao, Yibo Chen, Babatounde MOCTARD Oloulade, Tengfei Lyu, Zhao Li.
   The International ACM SIGIR Conference on Research and Development in Information Retrieval 2021 CCF A.
   Paper Code
2. Multi-label Metabolic Pathway Prediction with Auto Molecular Structure Representation Learning.
   Jiamin Chen, Jianliang Gao, Tengfei Lyu, Babatounde MOCTARD Oloulade, Xiaohua Hu.
   IEEE International Conference on Bioinformatics and Biomedicine 2021 CCF B.
   Paper Code
3. Glycan Immunogenicity Prediction with Efficient Automatic Graph Neural Network.
   Jiamin Chen, Zhenpeng Wu, Jianliang Gao, Xiaohua Hu.
   IEEE International Conference on Bioinformatics and Biomedicine 2022 CCF B.
   Paper
4. TemDep: Temporal Dependency Priority for Multivariate Time Series Prediction.
   Shu Liu, Jiaheng Wang, Jiamin Chen^*, Jianliang Gao and Yuhui Zhong．
   ACM International Conference on Information and Knowledge Management 2023 CCF B.
   Paper Code
5. Decoupled Graph Neural Architecture Search with Variable Propagation Operation and Appropriate Depth.
   Jianliang Gao, Changlong He, Jiamin Chen^*, Qiutong Li and Yili Wang．
   International Conference on Scientific and Statistical Database Management 2023 CCF C.
   Paper Code
6. DTSRN: Dynamic Temporal Spatial Relation Network for Stock Ranking Recommendation.
   Yuhui Zhong^#, Jiamin Chen^#, Jianliang Gao and Jiaheng Wang, Quan Wan．
   International Conference on Neural Information Processing 2023 CCF C.
   Paper
7. MSLS: Meta-graph Search with Learnable Supernet for Heterogeneous Graph Neural Networks.
   Yili Wang, Jiamin Chen, Qiutong Li, Changlong He and Jianliang Gao．
   International Conference on Scientific and Statistical Database Management 2023 CCF C.
   Paper
8. Spatio-Temporal based Architecture Topology Search for Multivariate Time Series Prediction.
   Xinqi Lyu, Yibo Chen, Jiamin Chen, Xiangyue Liu, Jianliang Gao.
   IEEE International Conference on Big Data 2022 CCF C.
   Paper
9. Memory Augmented Graph Learning Networks for Multivariate Time Series Forecasting.
   Xiangyue Liu, Xinqi Lyu, Xiangchi Zhang, Jianliang Gao, Jiamin Chen.
   ACM International Conference on Information and Knowledge Management 2022 CCF B.
   Paper

Teaching Assistant

• University Physics, Nanchang University, Spring 2015.

Selected Honors and Awards

• Principal Scholarship (Only 1 doctoral students recieced this award in CSU School of Computing) 2023
• National Scholarship for Doctoral Students 2022
• Enterprise Scholarship for Doctoral Students (CSU) 2022
• First-class Academic Scholarship for Doctoral Students (CSU) 2021 2022 2023
• Excellent Doctoral Students (CSU) 2021 2022 2023
• ACM SIGIR Student Travel Grants 2021
• First-class Scholarship for Excellent Postgraduate Students (NCU) 2016
• Excellent Student Cadres for Postgraduate Students (NCU) 2015
• Excellent Postgraduate Student of the College of Science (NCU) 2015
• First-class Academic Scholarship for Postgraduate Students (NCU) 2014 2015 2016
• Excellent Graduates (NCU) 2014
• First-class Scholarship for Excellent Undergraduate Students (NCU) 2013

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