Pengrui Li

According to our database, Pengrui Li authored at least 23 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Greedy Low-Rank Gradient Compression for Distributed Learning With Convergence Guarantees.

Chuyan Chen, Yutong He, Pengrui Li, Weichen Jia, Kun Yuan

IEEE Trans. Signal Process., 2026

An adaptive decoupling learning system informed by the brain functional structure for EEG decoding.

Pengrui Li, Maoqin Peng, Haokai Zhang, Shihong Liu, Dongrui Gao, Yun Qin, Dingming Wu, Tiejun Liu

Neural Networks, 2026

An efficient brain-heart coupling learning system for emotion recognition.

Dongrui Gao, Liu Deng, Zongyao Peng, Qinghua Wang, Haokai Zhang, Shihong Liu, Dingming Wu, Pengrui Li

Neural Networks, 2026

Alpha-band temporal variability in the Fronto-parietal network facilitates active recovery from mental fatigue.

Maoqin Peng, Wei Zhao, Pengrui Li, Haokai Zhang, Liu Deng, Yun Qin, Tiejun Liu

NeuroImage, 2026

Brain-Adapter: Fine-grained visual reconstruction from EEG via lightweight semantic alignment.

Dongrui Gao, Taorui Li, Shihong Liu, Zongyao Peng, Pengrui Li, Xinmin Ding, Manqing Wang, Hongli Chang, Ying Fu

Biomed. Signal Process. Control., 2026

2025

Geometrically-Constrained Agent for Spatial Reasoning.

Zeren Chen, Xiaoya Lu, Zhijie Zheng, Pengrui Li, Lehan He, Yijin Zhou, Jing Shao, Bohan Zhuang, Lu Sheng

CoRR, November, 2025

A Comprehensive Adaptive Interpretable Takagi-Sugeno-Kang Fuzzy Classifier for Fatigue Driving Detection.

Dongrui Gao, Shihong Liu, Yingxian Gao, Pengrui Li, Haokai Zhang, Manqing Wang, Yan Shen, Lutao Wang, Yongqing Zhang

IEEE Trans. Fuzzy Syst., January, 2025

A multi-domain constraint learning system inspired by adaptive cognitive graphs for emotion recognition.

Dongrui Gao, Mengwen Liu, Haokai Zhang, Manqing Wang, Hongli Chang, Gaoxiang Ouyang, Shihong Liu, Pengrui Li

Neural Networks, 2025

A coupling of common-private topological patterns learning approach for cross-subject emotion recognition.

Haokai Zhang, Pengrui Li, Hongli Chang, Shihong Liu, Yun Qin, Jiaxin Xie, Manqing Wang, Dongrui Gao, Dingming Wu

Biomed. Signal Process. Control., 2025

Convolutional attention-based adaptive separation network for EEG artefact removal.

Jiaqiang Wang, Jiaxin Xie, Pengrui Li, Shihong Liu, Xinmin Ding, Jun Chen, Lutao Wang, Dongrui Gao

Biomed. Signal Process. Control., 2025

TSMNet: A comprehensive network based on spatio-temporal representations for SSVEP classification.

Liu Deng, Pengrui Li, Haokai Zhang, Qingyuan Zheng, Shihong Liu, Xinmin Ding, Manqing Wang, Dongrui Gao

Biomed. Signal Process. Control., 2025

An EEG-based single-channel dual-stream automatic sleep staging network with transfer learning.

Shaofei Ying, Pengrui Li, Jiping Chen, Wenpeng Cao, Haokai Zhang, Dongrui Gao, Tiejun Liu

Appl. Soft Comput., 2025

Subspace Optimization for Large Language Models with Convergence Guarantees.

Yutong He, Pengrui Li, Yipeng Hu, Chuyan Chen, Kun Yuan

Proceedings of the Forty-second International Conference on Machine Learning, 2025

Greedy Low-Rank Gradient Compression Provably Converges for Distributed Learning.

Chuyan Chen, Yutong He, Pengrui Li, Weichen Jia, Yanjie Dong, Kun Yuan

Proceedings of the IEEE International Conference on Cloud Computing Technology and Science, 2025

2024

A Cooperative Optimization Model for Variable Approach Lanes at Signaled Intersections Based on Real-Time Flow.

Zhiqiang Zhu, Mingyue Zhu, Miaomiao Liu, Pengrui Li, Renjing Tang, Xuechi Zhang

Sensors, September, 2024

Cooperative Motion Optimization Based on Risk Degree under Automatic Driving Environment.

Miaomiao Liu, Mingyue Zhu, Minkun Yao, Pengrui Li, Renjing Tang, Hui Deng

Sensors, July, 2024

CSF-GTNet: A Novel Multi-Dimensional Feature Fusion Network Based on Convnext-GeLU- BiLSTM for EEG-Signals-Enabled Fatigue Driving Detection.

Dongrui Gao, Pengrui Li, Manqing Wang, Yujie Liang, Shihong Liu, Jiliu Zhou, Lutao Wang, Yongqing Zhang

IEEE J. Biomed. Health Informatics, May, 2024

An EEG-based cross-subject interpretable CNN for game player expertise level classification.

Liqi Lin, Pengrui Li, Qinghua Wang, Binnan Bai, Ruifang Cui, Zhenxia Yu, Dongrui Gao, Yongqing Zhang

Expert Syst. Appl., March, 2024

A multiscale feature fusion network based on attention mechanism for motor imagery EEG decoding.

Dongrui Gao, Wen Yang, Pengrui Li, Shihong Liu, Tiejun Liu, Manqing Wang, Yongqing Zhang

Appl. Soft Comput., January, 2024

A Local-Ascending-Global Learning Strategy for Brain-Computer Interface.

Dongrui Gao, Haokai Zhang, Pengrui Li, Tian Tang, Shihong Liu, Zhihong Zhou, Shaofei Ying, Ye Zhu, Yongqing Zhang

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

Emotion recognition based on convolutional gated recurrent units with attention.

Zhu Ye, Yuan Jing, Qinghua Wang, Pengrui Li, Zhihong Liu, Mingjing Yan, Yongqing Zhang, Dongrui Gao

Connect. Sci., December, 2023

An EEG-based Brain Cognitive Dynamic Recognition Network for representations of brain fatigue.

Pengrui Li, Yongqing Zhang, Shihong Liu, Liqi Lin, Haokai Zhang, Tian Tang, Dongrui Gao

Appl. Soft Comput., October, 2023

2022

Construction and Application of Air Pollutant Concentration Prediction Model Based on Multivariate.

Li Xin, Pengrui Li, Shuai Zeng, Yujie Liang

Proceedings of the Artificial Intelligence and Security - 8th International Conference, 2022