CSNet: A deep learning approach for ECG compressed sensing. - Hongpo Zhang; Zhongren Dong; Zhen Wang; Lili Guo; Zongmin Wang (Biomed. Signal Process. Control., 2021)

TP-CNN: A Detection Method for atrial fibrillation based on transposed projection signals with compressed sensed ECG. - Hongpo Zhang; Zhongren Dong; Mengya Sun; Hongzhuang Gu; Zongmin Wang (Comput. Methods Programs Biomed., 2021)

HAFFormer: A Hierarchical Attention-Free Framework for Alzheimer's Disease Detection From Spontaneous Speech. - Zhongren Dong; Zixing Zhang 001; Weixiang Xu; Jing Han 010; Jianjun Ou; Björn W. Schuller (ICASSP, 2024)

Open Vocabulary Emotion Prediction Based on Large Multimodal Models. - Zixing Zhang 001; Zhongren Dong; Zhiqiang Gao; Shihao Gao; Donghao Wang; Ciqiang Chen; Yuhan Nie; Huan Zhao 003 (MRAC@MM, 2024)

Re-Parameterization of Lightweight Transformer for On-Device Speech Emotion Recognition. - Zixing Zhang 001; Zhongren Dong; Weixiang Xu; Jing Han 010 (CoRR, 2024)

ParaLBench: A Large-Scale Benchmark for Computational Paralinguistics over Acoustic Foundation Models. - Zixing Zhang 001; Weixiang Xu; Zhongren Dong; Kanglin Wang; Yimeng Wu; Jing Peng; Runming Wang; Dong-Yan Huang (CoRR, 2024)

MHSDB: A Comprehensive Benchmark for Multimodal Humor and Sarcasm Detection Leveraging Foundation Models. - Zhongren Dong; Donghao Wang; Ciqiang Chen; Dong-Yan Huang; Zixing Zhang 001 (ICASSP, 2025)

GateM2Former: Gated Feature Selection and Expert Modeling in Multimodal Emotion Recognition. - Weixiang Xu; Zhongren Dong; Runming Wang; Xinzhou Xu; Zixing Zhang 001 (ICASSP, 2025)

SSE: A Speaking Style Extractor Based on Fine-Grained Contrastive Learning between Speech and Descriptive Text. - Zixing Zhang 001; Yimeng Wu; Zhongren Dong; Wulong Xiang; Shengfan Shen; Björn W. Schuller (ICASSP, 2025)

Reparameterization of Lightweight Transformer for On-Device Speech Emotion Recognition. - Zixing Zhang 001; Zhongren Dong; Weixiang Xu; Jing Han 010 (IEEE Internet Things J., 2025)

BAHBench: A Unified Benchmark for Evaluating Bio-Acoustic Health With Acoustic Foundation Models. - Weixiang Xu; Zhongren Dong; Jing Peng; Runming Wang; Zixing Zhang 001 (IEEE J. Biomed. Health Informatics, 2025)

Modality Imbalance? Dynamic Multi-Modal Knowledge Distillation in Automatic Alzheimer's Disease Recognition. - Zhongren Dong; Weixiang Xu; Xinzhou Xu; Zixing Zhang 001 (IEEE J. Biomed. Health Informatics, 2025)