1.Shuyue Xu(#), Linling Li, Ting Luo, Gan Huang, Li Zhang, Benjamin Becker(*), and Zhen Liang(*), Ecologically‐Valid Emotion Signatures Enhance Mood Disorder Diagnostics, Advanced Science, e05524, 2026. （中国科学院一区TOP）
2.Jiyuan Wang(#), Weishan Ye(#), Jialin He, Li Zhang, Gan Huang, Zhuliang Yu, and Zhen Liang(*), Integrating biological and machine intelligence: Attention mechanisms in brain-computer interfaces, Information Fusion, 125(103417), 2026. （中国科学院一区TOP）
3.Qile Liu(#), Weishan Ye, Lingli Zhang, and Zhen Liang(*), EEG-SCMM: Soft contrastive masked modeling for cross-corpus EEG-based emotion recognition, In Proceedings of the 33rd ACM International Conference on Multimedia, pp. 5834-5842, 2025. （CCF A类会议）
4.Kun Fu(#), Shuyue Xu, Zheng Zhang, Dan Liu, Ting Xu, Yuan Zhang, Feng Zhou, Xiaodong Zhang, Chunmei Lan, Junjie Wang, Lan Wang, Jingxian He, Keith M Kendrick, Bharat Biswal, Dezhong Yao, Zhen Liang(*), Weihua Zhao(*), Benjamin Becker(*), Oxytocin Reduces Subjective Fear in Naturalistic Social Contexts via Enhancing Top‐Down Middle Cingulate Amygdala Regulation and Brain‐Wide Fear Representations, Advanced Science, 12(38): e03251, 2025. （中国科学院一区TOP）
5.Ting Luo(#), Jing Zhang(#), Yingwei Qiu, Li Zhang, Yaohua Hu, Zhuliang Yu, and Zhen Liang(*), M3D: Manifold-based domain adaptation with dynamic distribution for non-deep transfer learning in cross-subject and cross-session EEG-based emotion recognition, IEEE Journal of Biomedical and Health Informatics, 2025. （中国科学院一区TOP）
6.Zhen Liang(#,*), Weishan Ye(#), Qile Liu, Li Zhang, Gan Huang, and Yongjie Zhou(*), NSSI-Net: A Multi-Concept GAN for Non-Suicidal Self-Injury Detection Using High-Dimensional EEG in a Semi-Supervised Framework, IEEE Journal of Biomedical and Health Informatics, 2025. （中国科学院一区TOP）
7.Rushuang Zhou(#), Weishan Ye(#), Zhiguo Zhang(#), Yanyang Luo, Li Zhang, Linling Li, Gan Huang, Yining Dong, Yuan-Ting Zhang, Zhen Liang(*), EEGMatch: Learning With Incomplete Labels for Semisupervised EEG-Based Cross-Subject Emotion Recognition, IEEE Transactions on Neural Networks and Learning Systems, 2024. （中国科学院一区TOP）
8.Rushuang Zhou(#), Zhiguo Zhang(#), Xin Yang, Hong Fu, Li Zhang, Linling Li, Gan Huang, Yining Dong, Fali Li, and Zhen Liang(*), A Novel Transfer Learning Framework with Prototypical Representation based Pairwise Learning for Cross-Subject Cross-Session EEG-based Emotion Recognition, IEEE Transactions on Affective Computing, 15 (2):657-670, 2023. （中国科学院一区TOP，高被引论文）
9.Weishan Ye(#), Zhiguo Zhang(#), Fei Teng, Min Zhang, Jianhong Wang, Dong Ni, Fali Li, Peng Xu(*), and Zhen Liang(*), Semi-supervised Dual-stream Self-attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-based Emotion Recognition, IEEE Transactions on Affective Computing, 2024. （中国科学院一区TOP，高被引论文）
10.Jing Zhang(#), Chenyan Shi(#), Zhen Liang(#), Chenye Jin(#), Lei Wang, Ying Zhong, and Yongze Li, Burden of Noncommunicable Diseases among Children and Adolescents Aged 10-24 Years in China, 1990-2019: A Population-based Study, Cell Reports Medicine, 4(12):101331, 2023. （中国科学院一区TOP）
11.Yongtao Zhang, Yue Pan, Yulin Zhang, Min Zhang, Linling Li, Li Zhang, Gan Huang, Lei Su, Honghai Liu, Zhen Liang(*), and Zhiguo Zhang(*), Unsupervised Time-Aware Sampling Network with Deep Reinforcement Learning for EEG-Based Emotion Recognition, IEEE Transactions on Affective Computing, 15 (3):1090-1103, 2023. （中国科学院一区TOP）
12.Shuyue Xu(#), Zhiguo Zhang(#), Linling Li(#), Yongjie Zhou, Danyi Lin, Min Zhang, Li Zhang, Gan Huang, Xiqin Liu, Benjamin Becker(*), and Zhen Liang(*), Functional Connectivity Profiles of the Default Mode and Visual Networks Reflect Temporal Accumulative Effects of Sustained Naturalistic Emotional Experience, NeuroImage, 269:119941, 2023. （中国科学院一区TOP）
13.Linling Li(#), Zhen Liang(#), Guohua Li, Hong Xu, Xing Yang, Xia Liu, Xin Zhang, Jianhong Wang, Zhiguo Zhang(*), and Yongjie Zhou(*), Unveiling Convergent and Divergent Intrinsic Brain Network Alternations in Depressed Adolescents Engaged in Non-suicidal Self-injurious Behaviors with and without Suicide Attempts, CNS Neuroscience & Therapeutics, 30(5): e14684, 2024. （中国科学院一区）
14.Weishan Ye(#), Jiyuan Wang, Lin Chen, Lifei Dai, Zhe Sun, Zhen Liang(*), Adaptive Spatial-Temporal Aware Graph Learning for EEG-Based Emotion Recognition, Cyborg and Bionic Systems, 2024. （中国科学院一区TOP）
15.Xiaopeng Si(#), Dong Huang(#), Zhen Liang(#), Yulin Sun, He Huang, Qile Liu, Zhuobin Yang, and Dong Ming(*), Temporal Aware Mixed Attention-based Convolution and Transformer Network for Cross-subject EEG Emotion Recognition, Computers in Biology and Medicine, 181, p. 108973, 2024. （中国科学院一区）
16.Zhen Liang(#), Rushuang Zhou, Li Zhang, Linling Li, Gan Huang, Zhiguo Zhang(*), and Shii Ishii, EEGFuseNet: Hybrid Unsupervised Deep Feature Characterization and Fusion for High-Dimensional EEG with an Application to Emotion Recognition, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 29:1913-1925, 2021. （中国科学院一区）
17.Zhen Liang(#), Fangchao Li, Wanrou Hu, Gan Huang, Shigeyuki Oba, Zhiguo Zhang(*), and Shin Ishii, A Generalized Encoding System for Alpha Oscillations Through Visual Saliency Analysis, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 28(12), pp. 2731-2743, 2020. （中国科学院一区）
18.Zhen Liang(#,*), Shigeyuki Oba, and Shin Ishii, An Unsupervised EEG Decoding System for Human Emotion Recognition, Neural Networks, 116, pp. 257-268, 2019. （中国科学院一区TOP）
19.Zhen Liang(#,*), Yasuyuki Hamada, Shigeyuki Oba, and Shin Ishii, Characterization of Electroencephalography Signals for Estimating Saliency Features in Videos, Neural Networks, 105, pp. 52-64, 2018. （中国科学院一区TOP）
20.Zhen Liang(#), Bingang Xu(*), Zheru Chi, and Dagan Feng, Relative Saliency Model over Multiple Images with an Application to Yarn Surface Evaluation, IEEE Transactions on Cybernetics, 44(8), pp. 1249-1258, 2014. （中国科学院一区TOP）
21.Zhen Liang(#), Bingang Xu(*), Zheru Chi, and Dagan Feng, Intelligent Characterization and Evaluation of Yarn Surface Appearance Using Saliency Map Analysis, Wavelet Transform and Fuzzy ARTMAP Neural Network, Expert Systems with Applications, 39, pp. 4201-4212, 2012. （中国科学院一区TOP）
22.Zhen Liang(#,*), Zheru Chi, H. Fu, and Dagan Feng, Salient Object Detection Using Content-Sensitive Hypergraph Representation and Partitioning, Pattern Recognition, 45(11), pp. 3886-3901, 2012. （中国科学院一区TOP）
(# first author, * corresponding author)
