Brain-machine interface control of a robot arm using actor-critic rainforcement learning. - Eric A. Pohlmeyer; Babak Mahmoudi; Shijia Geng; Noeline W. Prins; Justin C. Sanchez (EMBC, 2012)

Feature extraction and unsupervised classification of neural population reward signals for reinforcement based BMI. - Noeline W. Prins; Shijia Geng; Eric A. Pohlmeyer; Babak Mahmoudi; Justin C. Sanchez (EMBC, 2013)

Transforming Musical Signals through a Genre Classifying Convolutional Neural Network. - Shijia Geng; Gang Ren 004; Mitsunori Ogihara (CoRR, 2017)

Building and training a deep spiking neural network for ECG classification. - Yifei Feng; Shijia Geng; Jianjun Chu; Zhaoji Fu; Shenda Hong (Biomed. Signal Process. Control., 2022)

MetaVA: Curriculum Meta-learning and Pre-fine-tuning of Deep Neural Networks for Detecting Ventricular Arrhythmias based on ECGs. - Wenrui Zhang; Shijia Geng; Zhaoji Fu; Linlin Zheng; Chenyang Jiang; Shenda Hong (CoRR, 2022)

Learning ECG Representations based on Manipulated Temporal-Spatial Reverse Detection. - Wenrui Zhang; Shijia Geng; Shenda Hong (CoRR, 2022)

A Deep Bayesian Neural Network for Cardiac Arrhythmia Classification with Rejection from ECG Recordings. - Wenrui Zhang; Xinxin Di; Guodong Wei; Shijia Geng; Zhaoji Fu; Shenda Hong (CoRR, 2022)

Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training. - Jiahao Shao; Shijia Geng; Zhaoji Fu; Weilun Xu; Tong Liu; Shenda Hong (CoRR, 2022)

Cross Reconstruction Transformer for Self-Supervised Time Series Representation Learning. - Wenrui Zhang; Ling Yang 006; Shijia Geng; Shenda Hong (CoRR, 2022)

Estimating critical values from electrocardiogram using a deep ordinal convolutional neural network. - Guodong Wei; Xinxin Di; Wenrui Zhang; Shijia Geng; Deyun Zhang; Kai Wang; Zhaoji Fu; Shenda Hong (BMC Medical Informatics Decis. Mak., 2022)

Less is More: Reducing Overfitting in Deep Learning for EEG Classification. - Songchi Zhou; Shijia Geng; Jun Li; Deyun Zhang; Ziqian Xie; Chuandong Cheng; Shenda Hong (CinC, 2023)

A simple self-supervised ECG representation learning method via manipulated temporal-spatial reverse detection. - Wenrui Zhang; Shijia Geng; Shenda Hong (Biomed. Signal Process. Control., 2023)

Artificial Intelligence System for Detection and Screening of Cardiac Abnormalities using Electrocardiogram Images. - Deyun Zhang; Shijia Geng; Yang Zhou; Weilun Xu; Guodong Wei; Kai Wang; Jie Yu; Qiang Zhu; Yongkui Li; Yonghong Zhao; Xingyue Chen; Rui Zhang 054; et al. (CoRR, 2023)

CardioDefense: Defending against adversarial attack in ECG classification with adversarial distillation training. - Jiahao Shao; Shijia Geng; Zhaoji Fu; Weilun Xu; Tong Liu; Shenda Hong (Biomed. Signal Process. Control., 2024)

A Review of Deep Learning Methods for Photoplethysmography Data. - Guangkun Nie; Jiabao Zhu; Gongzheng Tang; Deyun Zhang; Shijia Geng; Qinghao Zhao; Shenda Hong (CoRR, 2024)

Deep Learning for Detecting and Early Predicting Chronic Obstructive Pulmonary Disease from Spirogram Time Series: A UK Biobank Study. - Shuhao Mei; Yuxi Zhou; Jiahao Xu; Yuxuan Wan; Shan Cao; Qinghao Zhao; Shijia Geng; Junqing Xie; Shenda Hong (CoRR, 2024)

Cardiac arrhythmia classification with rejection of ECG recordings based on uncertainty estimation from deep neural networks. - Wenrui Zhang; Xinxin Di; Guodong Wei; Shijia Geng; Zhaoji Fu; Shenda Hong (Neural Comput. Appl., 2024)

Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer. - Wenrui Zhang; Ling Yang 006; Shijia Geng; Shenda Hong (IEEE Trans. Neural Networks Learn. Syst., 2024)

Cardiac murmur grading and risk analysis of cardiac diseases based on adaptable heterogeneous-modality multi-task learning. - Chenyang Xu; Xin Li; Xinyue Zhang 004; Ruilin Wu; Yuxi Zhou; Qinghao Zhao; Yong Zhang; Shijia Geng; Yue Gu; Shenda Hong (Health Inf. Sci. Syst., 2024)

Screening for severe coronary stenosis in patients with apparently normal electrocardiograms based on deep learning. - Zhengkai Xue; Shijia Geng; Shaohua Guo; Guanyu Mu; Bo Yu; Peng Wang; Sutao Hu; Deyun Zhang; Weilun Xu; Yanhong Liu; Lei Yang; Huayue Tao; et al. (BMC Medical Informatics Decis. Mak., 2024)

Coordinating Music Signals and Electrocardiogram Signals in a Shared Valence-Arousal Emotional Space. - Jiaze Wang; Shijia Geng; Zizheng Chen; Yuhu Han; Deyun Zhang; Weilun Xu; Lixin Wang; Yanqing Zhao; Shenda Hong; Yuxi Zhou (ICIC (19), 2025)

A deep learning method for beat-level risk analysis and interpretation of atrial fibrillation patients during sinus rhythm. - Jun Lei; Yuxi Zhou; Xue Tian; Qinghao Zhao; Qi Zhang; Shijia Geng; Qingbo Wu 005; Shenda Hong (Biomed. Signal Process. Control., 2025)

DiffuSETS: 12-lead ECG Generation Conditioned on Clinical Text Reports and Patient-Specific Information. - Yongfan Lai; Jiabo Chen; Deyun Zhang; Yue Wang 014; Shijia Geng; Hongyan Li 002; Shenda Hong (CoRR, 2025)

Accuracy of Wearable ECG Parameter Calculation Method for Long QT and First-Degree A-V Block Detection: A Multi-Center Real-World Study with External Validations Compared to Standard ECG Machines and Cardiologist Assessments. - Sumei Fan; Deyun Zhang; Yue Wang 014; Shijia Geng; Kun Lu; Meng Sang; Weilun Xu; Haixue Wang; Qinghao Zhao; Chuandong Cheng; Peng Wang; Shenda Hong (CoRR, 2025)

MEETI: A Multimodal ECG Dataset from MIMIC-IV-ECG with Signals, Images, Features and Interpretations. - Deyun Zhang; Xiang Lan 004; Shijia Geng; Qinghao Zhao; Sumei Fan; Mengling Feng; Shenda Hong (CoRR, 2025)

SpiroLLM: Finetuning Pretrained LLMs to Understand Spirogram Time Series with Clinical Validation in COPD Reporting. - Shuhao Mei; Yongchao Long; Shan Cao; Xiaobo Han; Shijia Geng; Jinbo Sun; Yuxi Zhou; Shenda Hong (CoRR, 2025)

Masked Training for Robust Arrhythmia Detection from Digitalized Multiple Layout ECG Images. - Shanwei Zhang; Deyun Zhang; Yirao Tao; Kexin Wang; Shijia Geng; Jun Li; Qinghao Zhao; Xingpeng Liu; Yuxi Zhou; Shenda Hong (CoRR, 2025)

Reliability and validity of a novel single-lead portable electrocardiogram device for pregnant women: a comparative study. - Haixue Wang; Jianwei Wang; Wei Jing; Shanshan Dai; Deyun Zhang; Shijia Geng; Haijun Wang; Shenda Hong (BMC Medical Informatics Decis. Mak., 2025)