- A Large Finer-grained Affective Computing EEG Dataset
Jingjing Chen, Xiaobin Wang, Chen Huang, Xin Hu, Xinke Shen, Dan Zhang · 2023 · Scientific Data
Cites data paper 86 citations
- SEED-VII: A Multimodal Dataset of Six Basic Emotions With Continuous Labels for Emotion Recognition
Wei-Bang Jiang, Xuan-Hao Liu, Wei‐Long Zheng, Bao‐Liang Lu · 2024 · IEEE Transactions on Affective Computing
Cites data paper 81 citations
- REVE: A Foundation Model for EEG - Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects
Yassine El Ouahidi, Jonathan Lys, Philipp Thölke, Nicolas Farrugia, B. Pasdeloup, Vincent Gripon, Karim Jerbi, Giulia Lioi · 2025 · ArXiv
Cites data paper 64 citations
- EmT: A Novel Transformer for Generalized Cross-Subject EEG Emotion Recognition
Yi Ding, Chengxuan Tong, Shuailei Zhang, Muyun Jiang, Yong Li, Kevin Lim, Cuntai Guan · 2025 · IEEE Transactions on Neural Networks and Learning Systems
Cites data paper 57 citations
- Identifying Stable EEG Patterns in Manipulation Task for Negative Emotion Recognition
Yu Pei, Shaokai Zhao, Liang Xie, Zhiguo Luo, Dongdong Zhou, Chuang Ma, Yan Ye, Erwei Yin · 2025 · IEEE Transactions on Affective Computing
Cites data paper 49 citations
- Semi-Supervised Dual-Stream Self-Attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-Based Emotion Recognition
Weishan Ye, Zhiguo Zhang, Fei Teng, Min Zhang, Jianhong Wang, Dong Ni, Fali Li, Peng Xu, Zhen Liang · 2024 · IEEE Transactions on Affective Computing
Cites data paper 45 citations
- Attention-Based Temporal Graph Representation Learning for EEG-Based Emotion Recognition
Chao Li, Feng Wang, Ziping Zhao, Haishuai Wang, Björn W. Schuller · 2024 · IEEE Journal of Biomedical and Health Informatics
Cites data paper 37 citations
- 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 · 2025 · Neural Networks
Cites data paper 35 citations
- Multi-Scale Masked Autoencoders for Cross-Session Emotion Recognition
Miaoqi Pang, Hongtao Wang, Jiayang Huang, Chi‐Man Vong, Zhiqiang Zeng, Chuangquan Chen · 2024 · IEEE Transactions on Neural Systems and Rehabilitation Engineering
Cites data paper 33 citations
- EEGMamba: An EEG foundation model with Mamba
Jiquan Wang, Sha Zhao, Zhiling Luo, Yangxuan Zhou, Shijian Li, Gang Pan · 2025 · Neural Networks
Cites data paper 30 citations
- Evolutionary Ensemble Learning for EEG-Based Cross-Subject Emotion Recognition
Hanzhong Zhang, Tienyu Zuo, Zhiyang Chen, Xin Wang, Poly Z. H. Sun · 2024 · IEEE Journal of Biomedical and Health Informatics
Cites data paper 29 citations
- BrainOmni: A Brain Foundation Model for Unified EEG and MEG Signals
Qinfan Xiao, Ziyun Cui, Chi Zhang, Siqi Chen, Wen Wu, Andrew Thwaites, Alexandra Woolgar, Bowen Zhou, Chao Zhang · 2025 · ArXiv
Cites data paper 28 citations
- Generalized Contrastive Partial Label Learning for Cross-Subject EEG-Based Emotion Recognition
Wei Li, Lingmin Fan, Shitong Shao, Aiguo Song · 2024 · IEEE Transactions on Instrumentation and Measurement
Cites data paper 25 citations
- EEG Emotion Copilot: Optimizing lightweight LLMs for emotional EEG interpretation with assisted medical record generation
Hongyu Chen, Weiming Zeng, Chengcheng Chen, Luhui Cai, Fei Wang, Fei Wang, Yuhu Shi, Lei Wang, Lei Wang, Wei Zhang, Yueyang Li, Hongjie Yan, Wai Ting Siok, Nizhuan Wang · 2025 · Neural Networks
Cites data paper 21 citations
- Neuron Perception Inspired EEG Emotion Recognition With Parallel Contrastive Learning
Dongdong Li, Shengyao Huang, Li Xie, Zhe Wang, Jiazhen Xu · 2025 · IEEE Transactions on Neural Networks and Learning Systems
Cites data paper 20 citations
- Multi-Scale Hyperbolic Contrastive Learning for Cross-Subject EEG Emotion Recognition
Chang Jiang, Zhixin Zhang, Yuhua Qian, Pan Lin · 2025 · IEEE Transactions on Affective Computing
Cites data paper 20 citations
- Cross-dataset EEG emotion recognition based on pre-trained Vision Transformer considering emotional sensitivity diversity
Fang Wang, Yu‐Chu Tian, Xiaobo Zhou · 2025 · Expert Systems with Applications
Cites data paper 19 citations
- Cross-subject emotion recognition with contrastive learning based on EEG signal correlations
Mengting Hu, Dan Xu, Kangjian He, Kunyuan Zhao, Haolan Zhang · 2025 · Biomedical Signal Processing and Control
Cites data paper 18 citations
- A Simple Review of EEG Foundation Models: Datasets, Advancements and Future Perspectives
Junhong Lai, Jiyu Wei, Lin Yao, Yueming Wang · 2025 · ArXiv
Cites data paper 17 citations
- The cognitive impacts of large language model interactions on problem solving and decision making using EEG analysis
Ting Jiang, Jihua Wu, Stephen C.H. Leung · 2025 · Frontiers in Computational Neuroscience
Cites data paper 16 citations
- CodeBrain: Bridging Decoupled Tokenizer and Multi-Scale Architecture for EEG Foundation Model
Jingying Ma, Feng Wu, Qika Lin, Yucheng Xing, Chenyu Liu, Ziyu Jia, Mengling Feng · 2025 · ArXiv
Cites data paper 16 citations
- Contrastive learning of shared spatiotemporal EEG representations across individuals for naturalistic neuroscience
Xinke Shen, Lingyi Tao, X Chen, Sen Song, Quanying Liu, Dan Zhang · 2024 · NeuroImage
Cites data paper 15 citations
- AC-CfC: An attention-based convolutional closed-form continuous-time neural network for raw multi-channel EEG-based emotion recognition
Yiwu Wang, Yingyue Zhou, Weikun Lu, Qiao Wu, Qiang Li, Runfeng Zhang · 2024 · Biomedical Signal Processing and Control
Cites data paper 14 citations
- VAE-CapsNet: A common emotion information extractor for cross-subject emotion recognition
Huayu Chen, Junxiang Li, Junxiang Li, Huanhuan He, Shuting Sun, Jing Zhu, Xiaowei Li, Bin Hu · 2025 · Knowledge-Based Systems
Cites data paper 12 citations
- Large Language Models for EEG: A Comprehensive Survey and Taxonomy
Naseem Babu, Jimson Mathew, A. Vinod · 2025 · ArXiv
Cites data paper 12 citations
- A Multi-Context Emotional EEG Dataset for Cross-Context Emotion Decoding
Xin Xu, Xinke Shen, X Chen, Qingzhu Zhang, Sitian Wang, Yihan Li, Zongsheng Li, Dan Zhang, Mingming Zhang, Quanying Liu · 2025 · Scientific Data
Cites data paper 11 citations
- EEG-Based Emotion Recognition: A Review and Emerging Paths
Huy Tung Phuong, Im Eun-Tack, Oh Myeong-Seok, Gwang-Yong Gim · 2025 · IEEE Access
Cites data paper 9 citations
- Multiple class transfer learning framework with source label adaptive correction for EEG emotion recognition
Lei Zhu, Mengxuan Xu, Aiai Huang, Jianhai Zhang, Xufei Tan · 2025 · Biomedical Signal Processing and Control
Cites data paper 9 citations
- Spiking Spatiotemporal Neural Architecture Search for EEG-Based Emotion Recognition
Wei Li, Zhihao Zhu, Shitong Shao, Yao Lu, Aiguo Song · 2024 · IEEE Transactions on Instrumentation and Measurement
Cites data paper 9 citations
- Deep Learning-Based EEG Emotion Recognition: A Review
Y. H. Liu, Wenbo Xue, Li Yang, Mengmeng Li · 2025 · Brain Sciences
Cites data paper 9 citations
- DeeperBrain: A Neuro-Grounded EEG Foundation Model Towards Universal BCI
Jiquan Wang, Sha Zhao, Yangxuan Zhou, Yiming Kang, Shijian Li, Gang Pan · 2026 · ArXiv
Cites data paper 8 citations
- Fearful Events Induce Sustained Changes in Spontaneous Aperiodic EEG
Michele Deodato, David Melcher, Patrik Vuilleumier · 2025 · Psychophysiology
Cites data paper 6 citations
- ACCNet: Adaptive cross-frequency coupling graph attention for EEG emotion recognition
Dongyuan Tian, Yucheng Wang, Peiliang Gong, Zhewen Xu, Zhenghua Chen, Xiaohui Wei, Min Wu · 2025 · Neural Networks
Cites data paper 5 citations
- Foundation models for EEG decoding: current progress and prospective research
Yao Yuxuan, Hongbo Wang, Chen Li, Peng Yiheng, Jingjing Luo · 2025 · Journal of Neural Engineering
Cites data paper 5 citations
- A Review of Deep Learning Techniques for EEG-Based Emotion Recognition: Models, Methods, and Datasets
P. Sreehari, U. Raghavendra, Anjan Gudigar, B. K. Deka, D. Noronha, A. Khan · 2025 · F1000Research
Cites data paper 5 citations
- Investigating the Effects of Sleep Conditions on Emotion Responses with EEG Signals and Eye Movements
Ziyi Li, Le-Yan Tao, Rui-Xiao Ma, Wei‐Long Zheng, Bao‐Liang Lu · 2025 · IEEE Transactions on Affective Computing
Cites data paper 5 citations
- MSGM: a multi-scale spatiotemporal graph Mamba for EEG emotion recognition
Hanwen Liu, Yifeng Gong, Zuwei Yan, Zeheng Zhuang, Jiaxuan Lu · 2026 · Frontiers in Neuroscience
Cites data paper 5 citations
- CoMET: A Contrastive-Masked Brain Foundation Model for Universal EEG Representation
Ang Li, Zikai Wang, Liuyin Yang, Zhenyu Wang, Tianheng Xu, Honglin Hu, Marc M. Van Hulle · 2025 · n/a
Cites data paper 5 citations
- Multi-source domain transfer network based on subdomain adaptation and minimum class confusion for EEG emotion recognition
Lei Zhu, Mengxuan Xu, Aiai Huang, Jianhai Zhang, Xufei Tan · 2024 · Computer Methods in Biomechanics & Biomedical Engineering
Cites data paper 4 citations
- Dynamical Causal Graph Neural Network for EEG Emotion Recognition
Yushun Xiao, Wenming Zheng, Guoying Zhao · 2025 · IEEE Transactions on Affective Computing
Cites data paper 4 citations
- Spiking neural networks for EEG signal analysis: From theory to practice
Siqi Cai, Zheyuan Lin, Xiaoli Liu, Wenjie Wei, Shuai Wang, Malu Zhang, Tanja Schultz, Haizhou Li · 2025 · Neural Networks
Cites data paper 4 citations
- NeuralBench: A Unifying Framework to Benchmark NeuroAI Models
Hubert J. Banville, Stéphane d’Ascoli, Simon Dahan, Jérémy Rapin, Marlène Careil, Yohann Benchetrit, Jarod Lévy, S. Panchavati, Antoine Ratouchniak, Mingfang Zhang, Elisa Cascardi, K. Begany, Teon L Brooks, Jean-Rémi King · 2026 · ArXiv
Cites data paper 4 citations
- Latent Structure of Affective Representations in Large Language Models
Benjamin J Choi, Melanie Weber · 2026 · ArXiv
Cites data paper 4 citations
- EMOD: A Unified EEG Emotion Representation Framework Leveraging V-A Guided Contrastive Learning
Yuning Chen, Sha Zhao, Shijian Li, Gang Pan · 2025 · n/a
Cites data paper 4 citations
- SPICED: A Synaptic Homeostasis-Inspired Framework for Unsupervised Continual EEG Decoding
Yangxuan Zhou, Sha Zhao, Jiquan Wang, Haiteng Jiang, Shijian Li, Tao Li, Gang Pan · 2025 · ArXiv
Cites data paper 4 citations
- Interpretable Dual-Filter Fuzzy Neural Networks for Affective Brain-Computer Interfaces
Xiaowei Jiang, Yanan Chen, N. R. Pal, Yu-Cheng Chang, Yunkai Yang, T. Do, Chin-Teng Lin · 2025 · ArXiv
Cites data paper 4 citations
- DREAMS: A python framework for training deep learning models on EEG data with model card reporting for medical applications
Rabindra Khadka, Pedro G. Lind, Anis Yazidi, Asma Belhadi · 2025 · SoftwareX
Cites data paper 3 citations
- MTADA: A Multi-Task Adversarial Domain Adaptation Network for EEG-Based Cross-Subject Emotion Recognition
Lina Qiu, Zuorui Ying, Xianyue Song, Weisen Feng, Chengju Zhou, Jiahui Pan · 2025 · IEEE Transactions on Affective Computing
Cites data paper 3 citations
- GANN: EEG-based Emotion Classification Using Context-Aware Gated Attention Neural Network
Rand Alibrahim, Heba Kurdi · 2024 · Procedia Computer Science
Cites data paper 3 citations
- FreqDGT: Frequency-Adaptive Dynamic Graph Networks with Transformer for Cross-Subject EEG Emotion Recognition
Yueyang Li, Shengyu Gong, Weiming Zeng, Nizhuan Wang, Wai Ting Siok · 2025 · 2025 International Conference on Machine Intelligence and Nature-Inspired Computing (MIND)
Cites data paper 3 citations
- Multi-dataset Joint Pre-training of Emotional EEG Enables Generalizable Affective Computing
Qingzhu Zhang, J. Zhong, Zongsheng Li, Xinke Shen, Quanying Liu · 2025 · ArXiv
Cites data paper 3 citations
- SingLEM: Single-Channel Large EEG Model
Jamiyan Sukhbaatar, S. Imamura, Ibuki Inoue, Shoya Murakami, Kazi Mahmudul Hassan, Seungwoo Han, Ingon Chanpornpakdi, Toshihisa Tanaka · 2025 · ArXiv
Cites data paper 3 citations
- Towards Recognizing Spatial-temporal Collaboration of EEG Phase Brain Networks for Emotion Understanding
Jiangfeng Sun, Kaiwen Xue, Qika Lin, Y. Qiao, Yifan Zhu, Z. Ou, Meina Song · 2025 · n/a
Cites data paper 3 citations
- A Novel Spatial Fractional-Domain Approach for Short Emotion-Evoked EEG Identity Recognition
Chang Jiang, Jianjiang Luo, Liyun Xu, Yuhui Du, Xiangguo Wang, Pan Lin · 2025 · IEEE Sensors Journal
Cites data paper 2 citations
- A novel adaptive lightweight multimodal efficient feature inference network ALME-FIN for EEG emotion recognition
Xiaoliang Guo, Shuo Zhai · 2025 · Cognitive Neurodynamics
Cites data paper 2 citations
- An Improved Dual Stream DGCNN Method for Fine-Grained Positive Emotion Classification
Shanshan Hu, Zhiwen Yu, En Xu, Yao Wang, Ying Zhang, Bin Guo · 2024 · n/a
Cites data paper 2 citations
- EEG Emotion Recognition With Uncertainty-Aware Contrastive Learning and Frequency-Aware Self-Attention
Xu Xu, Junxin Chen, Qiang He, Yongfei Wu, Yicong Zhou · 2026 · IEEE Transactions on Cybernetics
Cites data paper 2 citations
- EEGDiffuser: Label-guided EEG signals synthesis via diffusion model for BCI applications
Jiquan Wang, Sha Zhao, Zhiling Luo, Yangxuan Zhou, Shijian Li, Gang Pan · 2026 · Neurocomputing
Cites data paper 2 citations
- Wearable Music2Emotion : Assessing Emotions Induced by AI-Generated Music through Portable EEG-fNIRS Fusion
Sha Zhao, Song Yi, Yangxuan Zhou, Jiadong Pan, Jiquan Wang, Jie Xia, Shijian Li, Shurong Dong, Gang Pan · 2025 · Proceedings of the 33rd ACM International Conference on Multimedia
Cites data paper 2 citations
- CRIA: A cross-view interaction and instance-adapted pre-training framework for generalizable EEG representations
Puchun Liu, C. L. Philip Chen, Yubin He, Tong Zhang · 2026 · Pattern Recognition
Cites data paper 2 citations
- Affective annotation of videos from EEG-based crowdsourcing
Yoelvis Moreno-Alcayde, Tuukka Ruotsalo, Luis A. Leiva, V. Javier Traver · 2025 · Pattern Analysis and Applications
Cites data paper 2 citations
- LEAF: Language-EEG Aligned Foundation Model for Brain-Computer Interfaces
Muyun Jiang, Shuailei Zhang, Zhenjie Yang, Mengjun Wu, Weibang Jiang, Zhiwei Guo, Wei Zhang, Rui Liu, Shangen Zhang, Yong Li, Yi Ding, Cuntai Guan · 2025 · n/a
Cites data paper 2 citations
- SDC-Net: A Domain Adaptation Framework with Semantic-Dynamic Consistency for Cross-Subject EEG Emotion Recognition
Jiahao Tang, Youjun Li, Xiangting Fan, Yangxuan Zheng, Siyuan Lu, Xueping Li, Peng Fang, Chenxi Li, Zi-Gang Huang · 2025 · ArXiv
Cites data paper 2 citations
- LEL: Lipschitz Continuity Constrained Ensemble Learning for Efficient EEG-Based Intrasubject Emotion Recognition
Shengyu Gong, Yueyang Li, Zijian Kang, Bo Chai, Weiming Zeng, Hongjie Yan, Zhiguo Zhang, W. Siok, Nizhuan Wang · 2025 · IEEE Sensors Journal
Cites data paper 2 citations
- WST-CAA: A Brainprint Recognition Framework Based on Wavelet Scattering Transform and Channel-Axial Attention Dense Network
Haoying Zhu, Kunpeng Zhang, De‐Shen Wang, Jiahui Pan, Junduan Huang · 2025 · IEEE Signal Processing Letters
Cites data paper 1 citations
- Exploring the Neural Basis and Validity of Ordinal Emotion Representation Through EEG
Xuyang Chen, Xin Xu, Dan Zhang, Xinke Shen · 2025 · Tsinghua Science & Technology
Cites data paper 1 citations
- A Multimodal Dataset for Assessing Emotion, Stress, and Emotional Workload in Interpersonal Work Scenario
Duri Lee, Eunji Park, Gyuna Kim, Yunjo Han, Uichin Lee · 2026 · Scientific Data
Cites data paper 1 citations
- PREFAB: PREFerence-based Affective Modeling for Low-Budget Self-Annotation
JaeYoung Moon, Youjin Choi, Yucheon Park, Dávid Melhárt, Georgios N. Yannakakis, Kyung-Joong Kim · 2026 · Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems
Cites data paper 1 citations
- Multi-Scale Attention-Based Dense Spatial-Temporal Model for Emotion Induction in Response to Olfactory Stimuli
Jianming Zhang, Wei-Bang Jiang, Wei‐Long Zheng, Bao‐Liang Lu · 2025 · ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Cites data paper 1 citations
- EEGTune: A data-efficient fine-tuning framework for EEG foundation models
Zelin Liao, Yonghao Song, Chengjian Xu, Haochuan Zhang, Qingqing Zheng · 2026 · Pattern Recognition
Cites data paper 1 citations
- OmniEEG-Bench: A Standardized Evaluation Benchmark for EEG Foundation Models
Zilin Lu, Zongsheng Li, Xinke Shen, Kexin Lou, Ying Xin, Xiaoqing Chen, Shinan Wang, Xiangyu Chen, Jiahao Fan, Chenyu Huang, Xin Xu, Zhoujie Hou, Chen Wei, Quanying Liu · 2026 · n/a
Cites data paper 1 citations
- Cross-Subject EEG Emotion Recognition Based on Temporal Asynchronous Alignment Contrastive Learning
Yingze Xie, Yichi Zheng, Zehui Xiao, Wenkai Lu, Mengting Liu · 2026 · ArXiv
Cites data paper 1 citations
- LI-DSN: A Layer-wise Interactive Dual-Stream Network for EEG Decoding
Cheng Yue, Zhiyuan Ma, Zhongye Xia, Xinche Zhang, Yisi Zhang, Xinke Shen, Sen Song · 2026 · ArXiv
Cites data paper 1 citations
- CRCC: Contrast-Based Robust Cross-Subject and Cross-Site Representation Learning for EEG
Xiaobin Wong, Zhonghua Zhao, Haoran Guo, Zhengyi Liu, Yu Wu, Feng Yan, Zhiren Wang, Sen Song · 2026 · ArXiv
Cites data paper 1 citations
- Geometry- and Relation-Aware Diffusion for EEG Super-Resolution
Laura Yao, Gengwei Zhang, M. Chowdhury, Yunmei Liu, Tianlong Chen · 2026 · ArXiv
Cites data paper 1 citations
- When Sound Helps or Hurts: Behavioral and EEG Evidence on the Dual Effects of Indoor Acoustic Environments on Office Work Performance
Dan Chong, Wangling Zhu, Tao Liu, H. Hou, Ying Zhang, Yuqi Su · 2025 · Buildings
Cites data paper 1 citations
- STAMP: Spatial-Temporal Adapter with Multi-Head Pooling
Brad Shook, Abigail Turner, Jieshi Chen, Michał Wiliński, Mononito Goswami, Jonathan Elmer, A. Dubrawski · 2025 · ArXiv
Cites data paper 1 citations
- BrainPro: Towards Large-scale Brain State-aware EEG Representation Learning
Yi Ding, Muyun Jiang, Weibang Jiang, Shuailei Zhang, Xin-qiu Zhou, Chenyu Liu, Shanglin Li, Yong Li, Cuntai Guan · 2025 · ArXiv
Cites data paper 1 citations
- PSGCL: Pseudo-siamese supervised graph contrastive learning for enhancing prior knowledge guidance in EEG classification
Guangqiang Li, Ning Chen, Hongqing Zhu, Yixiang Niu, Zhangyong Xu, Jing Li, Zhiying Zhu · 2026 · Knowledge-Based Systems
Cites data paper
- Adaptive Spatiotemporal Transformer for EEG-Based Emotion Recognition
Xiaolong Zhong, F. Y. Wu, Yoshiharu Hirano, Zhong Wei Yin, Gang Liu · 2025 · 2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
Cites data paper
- Stimulus identity rather than emotion drives EEG classification on the FACED dataset
Moritz Gerster, Elizaveta Sirotina, Anton Orlovskii, Alexandra Hertz, Juliette Champaud, Domenico Guarino, Silvia Tulli · 2026 · bioRxiv (Cold Spring Harbor Laboratory)
Cites data paper
- A Hybrid Eeg Based Emotion Recognition with Dimensionality Reduction and Ensemble Learning
Menahil Khawar, Sanay Muhammad Umar Saeed, Sohail Khalid · 2025 · 2025 27th International Multitopic Conference (INMIC)
Cites data paper
- Deep Learning Approach for EEG-based Emotion Recognition: A Dynamic Graph-Fused Encoder Network on SEED-VII
K Samunnisa, M. SriRaghavendra, Challa Venkata Sunil, Talari Venu Madhava, Busireddygari Rahithya · 2026 · 2026 4th International Conference on Inventive Computing and Informatics (ICICI)
Cites data paper
- SFT-HN: a novel spatial-frequency-temporal hybrid network for EEG-based emotion recognition
Lei Zhu, Yu Ding, Aiai Hung, Xufei Tan, Jianhai Zhang · 2025 · Cognitive Neurodynamics
Cites data paper
- Cross-Dataset Emotion Valence Prediction Approach from 4-Channel EEG: CNN Model and Multi-Modal Evaluation
Vladimir Romaniuk, Alexey Kashevnik · 2025 · Big Data and Cognitive Computing
Cites data paper
- TRIDENT: A multi-task, triple-branch deep learning framework for EEG-based recognition, severity estimation, and future high-anger prediction in an on-road Wizard-of-Oz paradigm
Yuchen Guo, Zhenhai Gao, Tianyao Zhang, Liyun Deng, Jiaxue Cai, Hongwei Xiao · 2026 · Accident Analysis & Prevention
Cites data paper
- Electroencephalography-based neural indicators of texture preference for cosmetic formulations
Hye-Ran Cheon, Gusang Kwon, Youngkyung Kim, Hyunjung Kim, Hae Kwang Lee, Jin Young Shin, Junlei Yu, Han‐Jeong Hwang · 2025 · Frontiers in Neuroscience
Cites data paper
- Exploring EEG-Based Neural Correlates of Multivariate Ordinal Emotion Representations
X Chen, Xin Xu, Dan Zhang, Quanying Liu, Xinke Shen · 2025 · Communications in computer and information science
Cites data paper
- Graph-Attentive Kolmogorov-Arnold Networks for Interpretable EEG Emotion Recognition
Xiaolong Zhong, Yoshiharu Hirano, F. Y. Wu, Zhong Yin, Gang Liu · 2025 · IFAC-PapersOnLine
Cites data paper
- Cognitive-Inspired Hierarchical Learning Framework for Cross-Dataset EEG-Based Emotion Recognition
Weiye Han, Huqin Weng, Zhiqiang Liao, Zihao Xu, Chuangquan Chen · 2026 · Electronics
Cites data paper
- EEG Graph Attention Network for Adaptive Spatiotemporal-Aware Emotion Recognition
Xiaolong Zhong, F. Y. Wu, Yoshiharu Hirano, Gang Liu · 2026 · Lecture notes in computer science
Cites data paper
- DeFuseMod: A Disentangle-and-Fuse Model for Dual-Domain Self-supervised EEG Representation Learning
J N Zhang, Mingwei Zhang, Qiaoli Zhou · 2026 · Lecture notes in computer science
Cites data paper
- EEG Headband-Based Emotion Valence Prediction Approach: CNN Model and Evaluation
Vladimir Romaniuk, Alexey Kashevnik · 2025 · 2025 37th Conference of Open Innovations Association (FRUCT)
Cites data paper
- A Cross-Subject EEG-Based Emotion Recognition Model of Contrastive Learning and GCN-Transformer
Xiang Gao, Jingjing Yang · 2025 · 2025 International Conference on Big Data and Data Mining (BDDM)
Cites data paper
- HRGNN: hierarchical region-aware graph neural network for interpretable EEG-Based emotion recognition
Yufan Yi, Yan Tian, Yan Xu, Bo Yang · 2026 · Journal of Neural Engineering
Cites data paper
- Graph-Based Latent State Modeling for Artifact-Robust Cross-Subject EEG Emotion Recognition
Yuanhao Sun, Y F Shen, Yinwei Zhu, Ping Zhu, Yizhang Jiang, Kaijian Xia · 2026 · Lecture notes in computer science
Cites data paper
- An Integrated Psychophysiological Oriented EEG-Based VR Scenario Modeling Approach for Emotion Induction
Zheyuan Yang, Guangming Li, Yuntong Guo, Qing Wang, Ying Xu, Fuze Tian, Yingying She, Fang Liu, Baorong Yang, Bin Hu · 2025 · 2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
Cites data paper
- Battle of the Algorithms: ML vs DL for Explainable Emotion Recognition from EEG Brainwaves
V. Vishal, Neha Prerna Tigga · 2026 · 2026 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)
Cites data paper