Preprints
Learning Interpretable Network Dynamics via Universal Neural Symbolic Regression
Jiao Hu, Jiaxu Cui*, Bo Yang*
Under Review
Publications
2025
State Feedback Enhanced Graph Differential Equations for Multivariate Time Series Forecasting
Jiaxu Cui, Qipeng Wang, Yiming Zhao, Bingyi Sun*, Pengfei Wang, Bo Yang
The 34th International Joint Conference on Artificial Intelligence (IJCAI-25)
(Accepted, CCF A, Acceptance rate: 1042/5404=19.3%)
Towards Generalizable Neural Simulators: Addressing Distribution Shifts Induced by Environmental and Temporal Variations
Jiaqi Liu, Shiang Sun, Yizhu Zhao, Jiaxu Cui*, Bo Yang*
The 34th International Joint Conference on Artificial Intelligence (IJCAI-25)
(Accepted, CCF A, Acceptance rate: 1042/5404=19.3%)
2024
Learning Continuous Network Emerging Dynamics from Scarce Observations via Data-Adaptive Stochastic Processes
Jiaxu Cui, Qipeng Wang, Bingyi Sun, Jiming Liu, Bo Yang*
Science China Information Sciences
(Accepted, CCF A)
Stochastic Neural Simulator for Generalizing Dynamical Systems across Environments
Jiaqi Liu, Jiaxu Cui*, Jiayi Yang, Bo Yang*
The 33rd International Joint Conference on Artificial Intelligence (IJCAI-24)
(Accepted, CCF A)
2023
A Novel Task Assignment Adjustment Method in Spatial-temporal Crowdsourcing
Bingyi Sun, Jiaxu Cui, Hongtao Bai, Yonggang Zhang*
EAI MobiQuitous 2023 - 20th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services
(Accepted, CCF C)
Effective Fault Scenario Identification for Communication Networks Via Knowledge-Enhanced Graph Neural Networks
Haihong Zhao, Bo Yang*, Jiaxu Cui, Qianli Xing*, Jiaxing Shen, Fujin Zhu, Jiannong Cao
IEEE Transactions on Mobile Computing (IEEE TMC)
(Accepted, CCF A)
Social Activity Matching with Graph Neural Network in Event-Based Social Networks
Bingyi Sun, Xiaohui Wei, Jiaxu Cui*, Yan Wu
International Journal of Machine Learning and Cybernetics (IJMLC), 2023, 42(3): 928-941
(JCR Q1, Impact Factor: 5.6)
Location-and-Preference Joint Prediction for Task Assignment in Spatial Crowdsourcing
Xiaohui Wei, Bingyi Sun, Jiaxu Cui*, Meikang Qiu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2023, 42(3):928-941.
(CCF A)
BO-Aug: Learning Data Augmentation Policies via Bayesian Optimization
Chunxu Zhang, Ximing Li, Zijian Zhang, Jiaxu Cui, Bo Yang*
Applied Intelligence, 2023, 53(8): 8978-8993
(Accepted, Impact Factor: 5.3, Q2, CCF C)
2022
A Dual-system Method for Intelligent Fault Localization in Communication Networks
Jinglong Ji, Fujin Zhu, Jiaxu Cui, Haihong Zhao, Bo Yang*
IEEE International Conference on Communications (ICC 2022)
Accepted (CCF C)
Scalable and Parallel Deep Bayesian Optimization on Attributed Graphs
Jiaxu Cui, Bo Yang*, Bingyi Sun, Xia Hu, Jiming Liu
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022, 33(1):103-116
(Impact Factor : 14.255, Q1, CCF B)
2021
A Novel Framework of Graph Bayesian Optimization and Its Applications to Real-World Network Analysis
Jiaxu Cui, Qi Tan, Chunxu Zhang, Bo Yang*
Expert Systems with Applications (ESWA), 2021, 170:114524
(Impact Factor : 6.954, Q1, CCF C)
Cost-Aware Graph Generation: A Deep Bayesian Optimization Approach
Jiaxu Cui, Bo Yang*, Bingyi Sun, Jiming Liu
AAAI 2021, Vol.35, No.8, 18 May 2021
Accepted (CCF A, Acceptance rate: 1692/7911=21%)
Recommending Activity to Users via Deep Graph Neural Network (基于图神经网络的兴趣活动推荐算法)
Xiaohui Wei*, Bingyi Sun, Jiaxu Cui
Journal of Jilin University (Engineering and Technology Edition), (in Chinese), 2021, (1):1-7
2020
Task Replica Assignment in Mobile Self-Organized Crowdsensing
Xiaohui Wei*, Bingyi Sun, Jiaxu Cui
International Journal of Performability Engineering, 2020, 16(1): 152-162
2019
A New ETLBO Algorithm Combined with Reward Mechanism (一种新的结合奖励机制的ETLBO算法)
Yunpeng Wu, Jiaxu Cui, Yonggang Zhang*
Journal of Jilin University (Science Edition), 2019,57(6), (in Chinese)
Deep Neural Architecture Search with Deep Graph Bayesian Optimization
Lizheng Ma, Jiaxu Cui, Bo Yang*
WI 2019 Special Session on AI for Social Good in the Connected World
Deep Bayesian Optimization on Attributed Graphs
Jiaxu Cui, Bo Yang*, Xia Hu
AAAI 2019
(CCF A, Acceptance rate: 1150/7095=16.2%)
2018
The New Adaptive ETLBO Algorithms with K-Armed Bandit Model
Xitong Wang, Yonggang Zhang*, Jiaxu Cui
KSEM 2018
(CCF C)
Survey on Bayesian Optimization Methodology and Applications (贝叶斯优化方法和应用综述)
Jiaxu Cui, Bo Yang*
Ruan Jian Xue Bao/Journal of Software, 2018,29(10), (in Chinese)
Solving the MaxCSPs using MMC with teaching strategy (结合引领策略的MMC求解最大约束满足问题)
Shuangmei Zhao, Jiaxu Cui, Yonggang Zhang*
Journal of Nanjing University (Natural Science), 2018,54(01):134-147, (in Chinese)
2016
A Multi-Objective Compounded Local Mobile Cloud Architecture Using Priority Queues to Process Multiple Jobs
Xiaohui Wei, Bingyi Sun, Jiaxu Cui, Gaochao Xu
Plos One, 2016, 11(7): e0158491
(Impact Factor : 2.806)
Research on the Extension and Application of Mistral Solver (Mistral求解器扩展与应用研究)
Jiaxu Cui
Master Thesis, Jilin University, 2016, (in Chinese).
Supervisor: Dr. Yonggang Zhang