| 2026 | ACL | Think Faster Than Words: Efficient LLM Chain-of-Thought Reasoning via Dynamic Shortcut Decoding. | Fan Liu, Yanhao Wang, Min Zhang, Zhikang Chen, Zeyuan Li, Lewei He, Jiahui Pan |
| 2026 | ACL | NaturalGAIA: A Verifiable Benchmark and Hierarchical Framework for Long-Horizon GUI Tasks. | Zihan Zheng, Tianle Cui, Taoran Wang, Fengtao Wang, Jiahui Pan, Lewei He, Qianglong Chen |
| 2025 | ACL | PlanningArena: A Modular Benchmark for Multidimensional Evaluation of Planning and Tool Learning. | Zihan Zheng, Tianle Cui, Chuwen Xie, Jiahui Pan, Qianglong Chen, Lewei He |
| 2025 | APWEB | VEkNN: Verifiable and Encrypted kNN Search over High-Dimensional Vectors. | Jiahui Pan, Zhaokang Wang |
| 2025 | CogSci | MSCNN-ADDA: A Cross-Subject P300 EEG Decoding Algorithm Based on a Multi-Scale Convolutional Neural Network and Adversarial Discriminative Domain Adaptation. | Wanying He, Yongxi Zhao, Jiahui Pan |
| 2025 | CogSci | Advancing Adolescent Depression Detection through Multi-Task EEG Signals and Biosignal Learning. | Aojun Wen, Zijing Guan, Zhiqiang Chen, Jun Xiao, Quanlin Chen, Jiahui Pan, Haiyun Huang |
| 2025 | EMNLP | VisualEDU: A Benchmark for Assessing Coding and Visual Comprehension through Educational Problem-Solving Video Generation. | Hao Chen, Tianyu Shi, Pengran Huang, Zeyuan Li, Jiahui Pan, Qianglong Chen, Lewei He |
| 2025 | ICASSP | Meta-MMD Fusion: Enhancing Cross-Subject Motor Imagery Classification. | Minghui Chen, Chao Qu, Jiahui Pan |
| 2025 | ICASSP | An End-to-End Graph-Guided Spatiotemporal Model for Adaptive Frame-Level Facial Affect Analysis in the Wild. | Yan Liang, Yan Hao, Zenan Yao, Jiacheng Liao, Jiahui Pan |
| 2025 | ICASSP | Enhancing Multi-Channel Speech with Limited Microphones via Spherical Harmonic Transform. | Jiahui Pan, Hui Zhang, Xueliang Zhang |
| 2025 | ICLR | Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model. | Jiarui Jin, Haoyu Wang, Hongyan Li, Jun Li, Jiahui Pan, Shenda Hong |
| 2025 | IJCNN | Adaptive Sleep Staging via Cross-Modal Feature Interaction and Time-Frequency Analysis. | Hao Fu, Delin Zhang, Chuqi Fu, Jiahao Yang, Jiahui Pan |
| 2025 | IJCNN | An Enhanced Autism Detection Model Based on Electroencephalogram Signals. | Yuheng Huang, Weihao Huang, Chunhong Jiang, Qian Wu, Jiahui Pan |
| 2024 | AAAI | CariesXrays: Enhancing Caries Detection in Hospital-Scale Panoramic Dental X-rays via Feature Pyramid Contrastive Learning. | Bingzhi Chen, Sisi Fu, Yishu Liu, Jiahui Pan, Guangming Lu, Zheng Zhang |
| 2024 | CogSci | EEG-Based Emotion Recognition via Convolutional Transformer with Class Confusion-Aware Attention. | Jiahui Pan, Chenyu Bai |
| 2024 | CogSci | A Deep Channel Attention Transformer for Multimodal EEG-EOG-Based Vigilance Estimation. | Jiahui Pan, Dehua Lu |
| 2024 | CogSci | A Novel Self-Supervised Learning Method for Sleep Staging and its Pilot Study on Patients with Disorder of Consciousness. | Jingcong Li, Quanlin Chen, Jiahui Pan, Haiyun Huang |
| 2024 | CogSci | An Investigation on EEG-based Prognosis Prediction of Patients with Disorders of Consciousness. | Jingcong Li, Biao Huang, Jiahui Pan, Fei Wang |
| 2024 | CogSci | EFMLNet: Fusion Model Based on End-to-End Mutual Information Learning for Hybrid EEG-fNIRS Brain-Computer Interface Applications. | Lina Qiu, Weisen Feng, Zuorui Ying, Jiahui Pan |
| 2024 | CogSci | Cross-subject EEG Emotion Recognition based on Multitask Adversarial Domain Adaption. | Lina Qiu, Zuorui Ying, Weisen Feng, Jiahui Pan |
| 2024 | ICANN | CapsDA-Net: A Convolutional Capsule Domain-Adversarial Neural Network for EEG-Based Attention Recognition. | Qian Wu, Yongjian Chen, Yuyu Sun, Jiahui Pan |
| 2024 | ICASSP | Medical Vision-Language Representation Learning with Cross-Modal Multi-Teacher Contrastive Distillation. | Bingzhi Chen, Jiawei Zhu, Yishu Liu, Biqing Zeng, Jiahui Pan, Meirong Ding |
| 2024 | ICASSP | Efficient Multi-Channel Speech Enhancement with Spherical Harmonics Injection for Directional Encoding. | Jiahui Pan, Pengjie Shen, Hui Zhang, Xueliang Zhang |
| 2024 | IJCAI | A Density-driven Iterative Prototype Optimization for Transductive Few-shot Learning. | Jingcong Li, Chunjin Ye, Fei Wang, Jiahui Pan |
| 2024 | IJCAI | Innovative Directional Encoding in Speech Processing: Leveraging Spherical Harmonics Injection for Multi-Channel Speech Enhancement. | Jiahui Pan, Pengjie Shen, Hui Zhang, Xueliang Zhang |
| 2024 | IJCNN | MFASleepNet: Multi-view fusion attention-based deep neural network for automatic sleep staging. | Zhoujie Hou, Jiahui Pan, Yuanqing Li |
| 2024 | Interspeech | Unified Audio Visual Cues for Target Speaker Extraction. | Tianci Wu, Shulin He, Jiahui Pan, Haifeng Huang, Zhijian Mo, Xueliang Zhang |
| 2023 | ICANN | MADNet: EEG-Based Depression Detection Using a Deep Convolution Neural Network Framework with Multi-dimensional Attention. | Shuyu Chen, Yangzuyi Yu, Jiahui Pan |
| 2023 | ICANN | MCASleepNet: Multimodal Channel Attention-Based Deep Neural Network for Automatic Sleep Staging. | Yangzuyi Yu, Shuyu Chen, Jiahui Pan |
| 2023 | ICASSP | Two-Phase Prototypical Contrastive Domain Generalization for Cross-Subject EEG-Based Emotion Recognition. | Honghua Cai, Jiahui Pan |
| 2023 | IJCNN | Engagement Recognition in Online Learning Based on an Improved Video Vision Transformer. | Zijian Guo, Zhuoyi Zhou, Jiahui Pan, Yan Liang |
| 2023 | IJCNN | A Multiple Command UAV Control System Based on a Hybrid Brain-Computer Interface. | Qingfu Wu, Shanghong Xie, Zhen Zeng, Qian Huang, Jiahui Pan |
| 2023 | IJCNN | Automatic Hemiplegia Gait Assessment for Post-Stroke by an Efficient Hybrid Attention-Based GhostNet. | Chengju Zhou, Daqin Feng, Lewei He, Nianming Ban, Shuxi Wang, Jiahui Pan |
| 2023 | MICCAI | Combating Medical Label Noise via Robust Semi-supervised Contrastive Learning. | Bingzhi Chen, Zhanhao Ye, Yishu Liu, Zheng Zhang, Jiahui Pan, Biqing Zeng, Guangming Lu |
| 2022 | ICASSP | Joint Temporal Convolutional Networks and Adversarial Discriminative Domain Adaptation for EEG-Based Cross-Subject Emotion Recognition. | Zhipeng He, Yongshi Zhong, Jiahui Pan |
| 2022 | ICASSP | A Robust Deep Audio Splicing Detection Method via Singularity Detection Feature. | Kanghao Zhang, Shan Liang, Shuai Nie, Shulin He, Jiahui Pan, Xueliang Zhang, Haoxin Ma, Jiangyan Yi |
| 2022 | IJCAI | A Hybrid Brain-Computer Interface for Smart Car Control. | Nianming Ban, Chao Qu, Daqin Feng, Jiahui Pan |
| 2022 | Interspeech | Speaker recognition-assisted robust audio deepfake detection. | Jiahui Pan, Shuai Nie, Hui Zhang, Shulin He, Kanghao Zhang, Shan Liang, Xueliang Zhang, Jianhua Tao |
| 2022 | SMC | Emotion-related awareness detection for patients with disorders of consciousness via graph isomorphic network. | Zhipeng He, Yongshi Zhong, Jiahui Pan |
| 2022 | UIC | STACE-GCN: A Spatio-Temporal-Aware Channel Excited Graph Convolutional Network for Skeleton-based Action Recognition. | Shuxi Wang, Chengju Zhou, Jiahui Pan, Pingzhi Liu, Daqin Feng, Zina Li |
| 2020 | ECCV | An Asymmetric Modeling for Action Assessment. | Jibin Gao, Wei-Shi Zheng, Jiahui Pan, Chengying Gao, Yaowei Wang, Wei Zeng, Jianhuang Lai |
| 2019 | ICCV | Action Assessment by Joint Relation Graphs. | Jiahui Pan, Jibin Gao, Wei-Shi Zheng |
| 2018 | ECCV | Deep Bilinear Learning for RGB-D Action Recognition. | Jianfang Hu, Wei-Shi Zheng, Jiahui Pan, Jianhuang Lai, Jianguo Zhang |
| 2016 | IJCNN | An EEG-Based brain-computer interface for emotion recognition. | Jiahui Pan, Yuanqing Li, Jun Wang |