Jiaming Pei, Lukun Wang and Minghui Dai, Federated Learning for Smart Mobility:Towards Secure, Efficient, and Sustainable Transportation System. Springer, coming soon.
Distributed Large Models Training Optimization with Real-Time Wireless Channel Feedback. J. Pei, V. Frascolla, A. Dulaimi, W. Liu, S, Mumtaz, et al. IEEE Journal on Selected Areas in Communications, 2025
Adaptive Multi-Scale Window Segmentation and Attention Interaction Transformer for Intrusion Detection in Industrial Internet of Things. Z. Y, J. Pei and M. Zhu. IEEE Transactions on Industrial Informatics, 2025.
Fedmkd: multi-teacher knowledge distillation for communication-efficient federated learning. H. Sun, J. Pei , X. Xu, R. Xue, L. Zhao, Q. Sun, L. Li and L. Wang. Cluster Computing, 2025.
Intent-Driven Online Privacy Budget Allocation Under Adversarial AI Attacks. M. Feng, THH. Aldhyani, RH. Alsisi, AH. Alshehri and J. Pei.
IEEE Transactions on Consumer Electronics, 2025.
Endmember-Free Hyperspectral Unmixing. B. Liu, L. Hou, W. Zheng, N. Alturki, J. Baili, W. Kong and J. Pei. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025.
FL Meets LLM: A Hybrid Security Framework for the Internet of Energy. J. Pei , M. Dai, RR Venkatesha Prasad, N.S. Alghamdi, Y.D. Al-Otaibi. IEEE Network , 2025.
ST-AuthNet: A Spatiotemporal Attention-Driven Lightweight ECG Biometric Authentication System. H. Wen, X. Wu, C. Ma, B. Shi, J. Pei , A. K. Bashir, W. Liu. IEEE Internet of Things Journal, 2025.
Task-Oriented Communication and Optimization Framework for 6G Non-Terrestrial Networks: Challenges and Solutions. J.Pei , M.Dai, A. Al-Dulaimi, A. Saba, S. Mumtaz. IEEE Communication Magazine , 2025.
Neuro-VAE-Symbolic Dynamic Traffic Management. J. Pei, J. Li, Z. Song, M. Al Dabel, M. Alenazi, S. Zhang, A. K. Bashir. IEEE Transactions on Intelligent Transportation Systems, 2025.
F3: Fair Federated Learning Framework with adaptive regularization. J. Pei. Knowledge-Based Systems, 316:113392, Elsevier, 2025.
Federated Few-Shot Learning With Intelligent Transportation Cross-Regional Adaptation. J. Pei, M. Omar, M. Al Dabel, S. Mumtaz, W. Liu. IEEE Transactions on Intelligent Transportation Systems, 2025.
Bi-Temporal Remote Sensing Change Detection with State Space Models. L. Wang, Q. Sun, J. Pei, M. Khan, M. Al Dabel, Y. Al-Otaibi, A. K. Bashir. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025.
Communication-Efficient Federated Learning via Dynamic Sparsity: An Adaptive Pruning Ratio Based on Weight Importance. L. Wang, X. Xu and J. Pei. IEEE Transactions on Cognitive Communications and Networking, 2025.
Efficient distributed matrix for resolving computational intensity in remote sensing. W. Zou, W. Li, Z. Wang, J. Pei , T. Lou, G. Chen, W. Jing, A. Y. Zomaya. Future Generation Computer Systems, 166:107644, Elsevier, 2025.
Inter-block ladder-style transformer model with multi-subspace feature adjustment for object re-identification. Z. Yu, Z. Huang, M. Hou, J. Pei, D. Sun. Applied Soft Computing , 174:112961, Elsevier, 2025.
Advancing Federated Learning Privacy With Quantum Communication Techniques: A Robust Scalable Framework. J. Pei, L. Wang, N. Awan, R. Alturki. IEEE Systems, Man, and Cybernetics Magazine, 11(2):51–58, 2025.
Local Consistency Guidance: Personalized stylization method of face video. W. Feng, Y. Liu, J. Pei, G. Cheng, L. Wang. Computer Vision and Image Understanding, Elsevier, 2025.
Feature-Tuning Hierarchical Transformer via token communication and sample aggregation constraint for object re-identification. Z. Yu, Z. Huang, M. Hou, J. Pei , Y. Yan, Y. Liu, D. Sun. Neural Networks, 187:107394, 2025.
A review of federated learning methods in heterogeneous scenarios. J. Pei, W. Liu, J. Li, L. Wang, C. Liu. IEEE Transactions on Consumer Electronics , 70(3):5983–5999, 2024.
Toward Byzantine-Resilient Secure AI: A Federated Learning Communication Framework for 6G Consumer Electronics. J. Pei, R. Xue, C. Liu, L. Wang. IEEE Transactions on Consumer Electronics, 70(3):5719–5728, 2024.
Federated Cognitive Learning For Next Generation Recommendation System. J. Pei, J. Feng. IEEE Consumer Electronics Magazine, 2024.
From routine to reflection: pruning neural networks in communication-efficient federated learning. J. Pei, W. Li, S. Mumtaz. IEEE Transactions on Artificial Intelligence, 2024.
Dual model pruning enables efficient federated learning in intelligent transportation systems. J. Pei, W. Li. IEEE Transactions on Intelligent Transportation Systems, 2024.
Unveiling the effects of slightly skewed labels on traffic data analysis. J. Pei, W. Li. IEEE Transactions on Intelligent Transportation Systems , 2024.
Representation selective coupling via token sparsification for multi-spectral object re-identification. Z. Yu, Z. Huang, M. Hou, J. Pei, Y. Yan, Y. Liu, D. Sun. IEEE Transactions on Circuits and Systems for Video Technology , 2024.
Fedme 2: Memory evaluation \& erase promoting federated unlearning in dtmn. H. Xia, S. Xu, J. Pei, R. Zhang, Z. Yu, W. Zou, L. Wang, C. Liu. IEEE Journal on Selected Areas in Communications, 41(11):3573–3588, 2023.
RF-sign: Position-independent sign language recognition using passive RFID tags. H. Zhang, L. Wang, J. Pei, F. Lyu, M. Li, C. Liu. IEEE Internet of Things Journal, 11(5):9056–9071, 2023.
A dc arc fault sensor with leftover gated recurrent neural network in consumer electronics. L. Wang, P. Sun, Y. Liu, J. Pei, Y. Shi, W. Liu, C. Tian. IEEE Transactions on Consumer Electronics , 70(1):1310–1317, 2023.
3D-unified spatial-temporal graph for group activity recognition. L. Wang, W. Feng, C. Tian, L. Chen, J. Pei. Neurocomputing, 556:126646, Elsevier, 2023.
Instructional mask autoencoder: A scalable learner for hyperspectral image classification. W. Kong, B. Liu, X. Bi, J. Pei, Z. Chen. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 17:1348–1362, 2023.
Semantic-oriented feature coupling transformer for vehicle re-identification in intelligent transportation system. Z. Yu, Z. Huang, J. Pei, L. Tahsin, D. Sun. IEEE Transactions on Intelligent Transportation Systems, 25(3):2803–2813, 2023.
Federated learning encounters 6G wireless communication in the scenario of internet of things. J. Pei, S. Li, Z. Yu, L. Ho, W. Liu, L. Wang. IEEE Communications Standards Magazine, 7(1):94–100, 2023.
Fed-IoUT: Opportunities and challenges of federated learning in the Internet of Underwater Things. J. Pei, W. Liu, L. Wang, C. Liu, A. Bashir, Y. Wang. IEEE Internet of Things Magazine, 6(1):108–112, 2023.
Eco-CSAS: A safe and eco-friendly speed advisory system for autonomous vehicle platoon using consortium blockchain. S. Li, J. Li, J. Pei, S. Wu, S. Wang, L. Cheng. IEEE Transactions on Intelligent Transportation Systems, 24(7):7802–7812, 2023.
A Chinese Short Text Classification Method for Tax Audit Reports based on Word Importance and Syntactic Enhancement BERT. Y. Shi, L. Wang, C. Tian, R. Wang, J. Pei, A. Hussian, A. Bashir. ACM Transactions on Asian and Low-Resource Language Information Processing, 2023.
Scene graph semantic inference for image and text matching. J. Pei, K. Zhong, Z. Yu, L. Wang, K. Lakshmanna. ACM Transactions on Asian and Low-Resource Language Information Processing, 2022.
TKAGFL: A Federated Communication Framework Under Data heterogeneity. J. Pei, Z. Yu, J. Li, M. Jan, K. Lakshmanna. IEEE Transactions on Network Science and Engineering, 2022.
PAC: partial area clustering for re-adjusting the layout of traffic stations in city’s public transport. J. Pei, K. Zhong, J. Li, Z. Yu. IEEE Transactions on Intelligent Transportation Systems, 24(1):1251–1260, 2022.
BSAS: a blockchain-based trustworthy and privacy-preserving speed advisory system. J. Li, S. Li, L. Cheng, Q. Liu, J. Pei, S. Wang. IEEE Transactions on Vehicular Technology, 71(11):11421–11430, 2022.
A study on epidemic information screening, prevention and control of public opinion based on health and medical big data: a case study of COVID-19. J. Li, Y. Ma, X. Xu, J. Pei, Y. He. International Journal of Environmental Research and Public Health, 19(16):9819, 2022.
Multi-attribute adaptive aggregation transformer for vehicle re-identification. Z. Yu, J. Pei, M. Zhu, J. Zhang, J. Li. Information Processing and Management, 59(2):102868, 2022.
ECNN: evaluating a cluster-neural network model for city innovation capability. J. Pei, K. Zhong, J. Li, J. Xu, X. Wang. Neural Computing and Applications, 34(15):12331–12343, 2022.
Analysis of networks and digital systems by using the novel technique based on complex fuzzy soft information. N. Jan, J. Gwak, J. Pei, R. Maqsood, A. Nasir. IEEE Transactions on Consumer Electronics , 69(2):183–193, 2022.
Super efficiency SBM-DEA and neural network for performance evaluation. K. Zhong, Y. Wang, J. Pei, S. Tang, Z. Han. Information Processing and Management, 58(6):102728, Elsevier, 2021.
Multiobjective optimization regarding vehicles and power grids. K. Zhong, P. Wang, J. Pei, J. Xu, Z. Han, J. Xu. Wireless Communications and Mobile Computing, 2021(1):5552626, Hindawi, 2021.
Research of Contextual Semantic Reasoning Model Based on Domain Ontology. J. Li, Y. Ma, X. Zhan, J. Pei. Scientific Programming, 2021(1):4011190, Hindawi, 2021.
FedSDA: A Multi-Domain Federated Learning Method Based on Similarity Dynamic Aggregation. R. Xue, L. Wang, S. Mumtaz, J. Pei. IEEE Global Communications Conference (GLOBECOM), 2025.
Efficient Federated Learning via Clients-to-Server Knowledge Distillation (Student Abstract). H. Sun, J. Pei, L. Wang. Proceedings of the AAAI Conference on Artificial Intelligence, 39(28):29504–29505, 2025.
A High-Efficiency Federated Learning Method Using Complementary Pruning for D2D Communication (Student Abstract). X. Xu, J. Pei, L. Wang. Proceedings of the AAAI Conference on Artificial Intelligence, 39(28):29541–29542, 2025.
Entropy-aided prompt Federated learning. J. Pei, H. Wu. The Second Tiny Papers Track at ICLR, 2024.
Federated Learning on Small Batch Sizes via Batch Renormalization. R. Xue, J. Pei, L. Wang. The Second Tiny Papers Track at ICLR, 2024.
Knowledge transfer via compact model in federated learning (Student Abstract). J. Pei, W. Li, L. Wang. Proceedings of the AAAI Conference on Artificial Intelligence, 38(21):23621–23622, 2024.
Local consistency guidance: personalized stylization method of face video (Student Abstract). W. Feng, Y. Liu, J. Pei, W. Liu, C. Tian, L. Wang. Proceedings of the AAAI Conference on Artificial Intelligence, 38(21):23486–23487, 2024.
A Shared Encoder for Multi-Source Hyperspectral Images. W. Kong, B. Liu, X. Bi, J. Pei. The Second Tiny Papers Track at ICLR, 2024.
A Scalable Pretrained Model for Hyperspectral Image Classification. W. Kong, L. Qi, B. Liu, J. Pei. International Conference on Learning Representations (ICLR), 2023.
When will federated learning change from generalization to personalization? W. Liu, J. Pei, L. Wang. International Conference on Learning Representations (ICLR), 2023.
Clustered Federated Learning with Slightly Skewed Labels. J. Pei, W. Li. International Conference on Learning Representations (ICLR), 2023.
Drone-Assisted Behavior Recognition via Key Frame Extraction for Efficient 5G Communication. H. Li, T. Ge, R. Ma, Y. Guo, G. Zhao, J. Pei, L. Wang, L. Xu. IEEE INFOCOM Workshops, 1–7, 2023.
PCA-RNN-based intelligent mobile drone spectrum sensing algorithm. L. Xu, Y. Duan, J. Pei, W. Lin, L. Wang, S. Mumtaz. Proceedings of the 5th ACM Mobicom Workshop, 31–36, 2022.
Clustered federated learning multi-classifier for non-IID scenario in drone devices. J. Pei, Z. Yu, W. Liu, W. Kong, J. Zhang, L. Wang. Proceedings of the 5th ACM Mobicom Workshop, 79–84, 2022.
A recommendation algorithm about choosing travel means for urban residents in intelligent traffic system. J. Pei, J. Li, B. Zhou, M. Gao, Q. Dat, et al. 2021 IEEE 5th Advanced Information Technology, Electronic and Automation Control Conference (IAEAC), 2553–2556, 2021.
Research on the early warning of college online public opinion under the big data environment. J. Li, F. Pan, B. Zhou, J. Pei. 2020 IEEE 3rd International Conference on Computer and Communication Engineering Technology (CCET), 14–18, 2020.
Big data mining in the control of epidemic. J. Pei. Basic and Clinical Pharmacology and Toxicology, 126:429–430, Wiley, 2020.
Solving the problem of charging and discharging of electric vehicles based on particle swarm algorithm. J. Pei. 2019 2nd International Conference on Information Systems and Computer Aided Education (ICISCAE), 534–538, IEEE, 2019.
Research Topics "Blockchain and Explainable AI: Pioneering Transparency and Trust in Future Communication Networks", Frontiers in Blockchain, IF 2.4.
Special Issue "Complex Network Approaches for Resilient and Efficient Urban Transportation Systems", Computers, Materials & Continua, IF 1.7