梁臻，深圳大学特聘研究员、长聘副教授，博导。香港理工大学博士。曾任职于美国脑机接口公司NeuroSky和日本京都大学。2019年加入深圳大学医学部生物医学工程学院。长期专注于脑机智能的深入研究，致力于推动人工智能技术在神经工程领域的方法分析、模型构建和临床应用。拥有10余年的学术界和产业界丰富经验，累计发表高水平论文50余篇，包括Cell Reports Medicine、NeuroImage、IEEE TPAMI、IEEE TAFFC、IEEE TCYB等重要期刊。荣获深圳海外高层次人才、IEEE SMC Winner奖、深圳人工智能卓越服务奖，以及中国计算机学会广东省第三届计算机科学青年学术秀二等奖。现担任全国主动健康行业产教融合共同体常务理事、中国康复医学会脑机接口与康复专业委员会委员、中国计算机学会YOCSEF深圳学术秘书、深圳计算机学会大模型专委会副秘书长、和深圳市人工智能学会女工委秘书长等职务。

个人主页：https://sites.google.com/site/janezhenliang/

脑机智能
情感脑机接口
跨模态神经工程
脑机接口大模型
神经科学与重大神经精神疾病

1.2023.01-2026.12 《跨数据库的弱监督脑电情绪动态解码方法研究及其在情绪异常早筛中的应用》，国家自然科学基金面上项目，54万，项目批准号：62276169，主持，国家级。

2.2020.01-2022.12 《基于脑电和视觉信息的无监督情绪解码研究及脑机接口应用》，国家自然科学基金青年科学基金项目，27万，项目批准号：61906122，主持，国家级。

[1] 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. （情感计算领域Top）
[2] 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. （神经科学领域Top）
[3] 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. （医学领域Top）
[4] 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. （情感计算领域Top）
[5] 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. （情感计算领域Top）
[6] 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. （神经科学领域Top）
[7] Zhen Liang(#), Xihao Zhang, Rushuang Zhou, Li Zhang, Linling Li, Gan Huang, and Zhiguo Zhang(*), Cross-Individual Affective Detection using EEG Signals with Audio-Visual Embedding, Neurocomputing, 510:107-121, 2022. （计算机科学领域Top）
[8] 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. （神经康复领域Top期刊）
[9] Zhen Liang(#), Fangchao Li, Wanrou Hu, Gan Huang, Shigeyuki Oba, Zhiguo Zhang(*), and Shii Ishii, A Generalized Encoding System for Alpha Oscillations through Visual Saliency Analysis, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 28:2731-2743, 2020. （神经康复领域Top期刊）
[10] Zhen Liang(#)(*), Shigeyuki Oba, and Shin Ishii, An Unsupervised EEG Decoding System for Human Emotion Recognition, Neural Networks, 116:257-268, 2019. （计算机科学领域Top）(# first author, * corresponding author)