学生培养
学术论文
发表学术论文完整列表请见：https://scholar.google.com/citations?hl=en&user=S998M7cAAAAJ&view_op=list_works&sortby=pubdate
学术著作：
Z. Zhang, Semi-Autonomous Data Enrichment and Optimisation for Intelligent Speech Analysis. Munich, Germany: Verlag Dr. Hut, 2015
国际专利：
Z. Zhang, T. Farnsworth, S. Lin, and S. Karout, “End-to-end streaming acoustic trigger apparatus and method,” PCT/EP2020/085015, Dec. 12, 2020 (filed date)
2025年论文发表列表：
Bin Wang, Yang Xu, Huan zhao, Hao Zhang, Zixing Zhang*, PTalker: Personalized Speech-Driven 3D Talking Head Animation via Style Disentanglement and Modality Alignment, ACM Multimedia, 2025
Zongren Dong, Weixiang Xu, Xinzhou Xu, Jianjun Ou, Zixing Zhang*, Modality Imbalance? Dynamic Multi-Modal Knowledge Distillation in Automatic Alzheimer’s Disease Recognition, IEEE Journal of Biomedical Health Informatics, 2025.
Weixiang Xu, Zhongren Dong, Jing Peng, Runming Wang, and Zixing Zhang*, BAHBench: A Unified Benchmark for Evaluating Bio-Acoustic Health with Acoustic Foundation Models, IEEE Journal of Biomedical Health Informatics, 2025
Huan Zhao, Zeyi Li, Song Wang, Zixing Zhang, Keqin Li, Robust Hashing with Bilinear Drift for Image-Text Retrieval, IEEE Trans. Circuits and Systems for Video Technology, 2025.
Haijiao Chen, Huan Zhao*, Zixing Zhang*, Keqin Li, Federal parameter-efficient fine-tuning reconstructs robust privacy preservation for speech emotion recognition, Expert Systems with Applications, 2024.
Xiangheng He, Junjie Chen, Zixing Zhang*, Bjoern Schuller, ProsodyFM: Unsupervised Phrasing and Intonation Control for Intelligible Speech Synthesis, AAAI, 2025
Xupeng Zha, Huan Zhao*, Guanghui Ye, Zixing Zhang*, Dual-View Learning for Conversational Emotion Recognition through Context and Emotion-Shift Modeling, AAAI, 2025
Zhongren Dong, Donghao Wang, Ciqiang Chen, Dong-Yan Huang, and Zixing Zhang*, MHSDB: A Comprehensive Benchmark for Multimodal Humor and Sarcasm Detection Leveraging Foundation Models, ICASSP, 2025.
Weixiang Xu, Zhongren Dong, Runming Wang, Xinzhou Xu, and Zixing Zhang*, GateM^2Former: Gated Feature Selection and Expert Modeling in Multimodal Emotion Recognition, ICASSP, 2025.
Zixing Zhang, Yimeng Wu, Zhongren Dong, Wulong Xiang, Shengfan Shen, and Bjoern W. Schuller, SSE: A Speaking Style Extractor Based on Fine-Grained Contrastive Learning between Speech and Descriptive Text, ICASSP, 2025.
Zixing Zhang, Jiajun Li, Bin Wang, Yiming Liu, Huan Zhao, Bj?rn W. Schuller, XDGesture: an xLSTM-based diffusion model for co-speech gesture generation, ICASSP, 2025.
Huan Zhao, Yingxue Gao, Haijiao Chen, Bo Li, Guanghui Ye, Zixing Zhang*, Enhanced Multimodal Emotion Recognition in Conversations via Contextual Filtering and Multi-Frequency Graph Propagation, ICASSP, 2025.
Yiming Liu, Huan Zhao, Yaqian Liu, Haijiao Chen, Bo Li, Guanghui Ye, Zixing Zhang*, DSSM: Dual State Space Model For Human Motions Generation, ICASSP, 2025.
Haijiao Chen, Huan Zhao, Yingxue Gao, Yiming Liu, Zixing Zhang*, Parameter-Efficient Federal-Tuning Enhances Privacy Preserving for Speech Emotion Recognition, ICASSP, 2025.
Yuanchao Li, Zixing Zhang, Jing Han, Peter Bell, Catherine Lai, Semi-Supervised Cognitive State Classification from Speech with Multi-View Pseudo-Labeling, ICASSP, 2025.
Chen Zhang, Yang Xu*, Tingqiao Huang, Zixing Zhang, Rethinking Removal Attack and Fingerprinting Defense for Model Intellectual Property Protection: A Frequency Perspective, IJCAI, 2025
2024年论文发表列表：
Zixing Zhang*, Weixiang Xu, Zhongren Dong, Kanglin Wang, Jing Peng, Runming Wang, Dong-Yan Huang, ParaLBench: A Large-Scale Benchmark for Computational Paralinguistics over Acoustic Foundation Models, IEEE Trans. Affective Computing, 2024.
Zixing Zhang*, Zhongren Dong, Weixiang Xu, Jing Han*, Re-Parameterization of Lightweight Transformer for On-Device Speech Emotion Recognition, IEEE Internet of Things Journal, 2024.
Haijiao Chen, Huan Zhao*, Zixing Zhang*, Gradient-Level Differential Privacy against Attribute Inference Attack for Speech Emotion Recognition, IEEE Signal Processing Letter, 2024.
Zixing Zhang, Liyizhe Peng, Tao Pang, Jing Han*, Huan Zhao, Bjoern W. Schuller, Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models, IEEE Trans. on Computational Social Systems, 2024.
Haijiao Chen, Huan Zhao*, Zixing Zhang*, Keqin Li, Discriminative Feature Learning-Based Federated Lightweight Distillation Against Multiple Attacks, IEEE Internet of Things Journal, 2024
Song Wang, Huan Zhao*, Zixing Zhang, Keqin Li, Individual mapping and asymmetric dual supervision for discrete cross-modal hashing, Expert Systems with Applications, 2024
Huan Zhao, Xupeng Zha*, Zixing Zhang*, EmoTransKG: An Innovative Emotion Knowledge Graph to Reveal Emotion Transformation, findings in Annual Meeting of the Association for Computational Linguistics (ACL), 2024.
Zixing Zhang, Zhongren Dong, Zhiqiang Gao, Shihao Gao, Donghao Wang, Ciqiang Chen, Yuhan Nie, Huan Zhao, Open Vocabulary Emotion Prediction Based on Large Multimodal Models, Proc. 2nd International Workshop on Multimodal and Responsible Affective Computing (MRAC), Melbourne, Australia, 2024. (2nd place in MER challenge)
Liyizhe Peng, Zixing Zhang*, Tao Pang, Jing Han, Huan Zhao, Hao Chen, Bj?rn W. Schuller, Customising General Large Language Models for Specialised Emotion Recognition Tasks, ICASSP, 2024
Xupeng Zha, Huan Zhao*, Zixing Zhang*, ESIHGNN: Event-State Interactions Infused Heterogeneous Graph Neural Network for Conversational Emotion Recognition, ICASSP, 2024
Yingxue Gao, Huan Zhao*, Zixing Zhang*, Adaptive speech emotion representation learning based on dynamic graph, ICASSP, 2024.
Zhongren Dong, Zixing Zhang*, Weixiang Xu, Jing Han*, Jianjun Ou, Bj?rn W. Schuller, HAFFormer: A Hierarchical Attention-Free Framework for Alzheimer's Disease Detection from Spontaneous Speech, ICASSP, 2024
Zixing Zhang, Tao Pang*, Jing Han, Bjoern W Schuller, Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation, ICASSP, 2024.
Guanghui Ye, Huan Zhao, Zixing Zhang, Xupeng Zha, Zhihua Jiang, LSTDial: Enhancing Dialogue Generation via Long- and Short-Term Measurement Feedback, NAACL, 2024
2021年及以前（代表性论文）：
Z. Zhang, D. Liu, J. Han, K. Qian, and B. W. Schuller, “Learning audio sequence representations for acoustic event classification,” Expert Systems with Applications, vol. 178, p. 115007, June 2021
K. Qian, Z. Zhang, Y. Yamamoto, and B. W. Schuller, “Artificial intelligence internet of things for the elderly: From assisted living to health-care monitoring,” IEEE Signal Processing Magazine, vol. 38, pp. 78–88, Sep. 2021
J. Han, Z. Zhang, C. Mascolo, E. Andr ?e, J. Tao, Z. Zhao, and B. W. Schuller, “Deep learning for mobile mental health: Challenges and recent advances,” IEEE Signal Processing Magazine, vol. 38, pp. 96–105, Nov. 2021
J. Han, Z. Zhang, Z. Ren, and B. Schuller, “Emobed: Strengthening emotion recognition via training with crossmodal emotion embeddings,” IEEE Transactions on Affective Computing, vol. 12, pp. 553–564, Oct. 2021
Z. Zhang, J. Han, K. Qian, C. Janott, Y. Guo, and B. Schuller, “Snore-GANs: Improving Automatic Snore Sound Classification with Synthesized Data,” IEEE Journal of Biomedical and Health Informatics, vol. 24, pp. 300–310, May 2020
Z. Zhang, J. Han, E. Coutinho, and B. Schuller, “Dynamic Difficulty Awareness Training for Continuous Emotion Prediction,” IEEE Transactions on Multimedia, vol. 21, pp. 1289–1301, May 2018
Z. Zhang, J. T. Geiger, J. Pohjalainen, A. E. Mousa, W. Jin, and B. Schuller, “Deep Learning for Environmentally Robust Speech Recognition: An Overview of Recent Developments,” ACM Transactions on Intelligent Systems and Technology, vol. 9, June 2018
Z. Zhang, N. Cummins, and B. Schuller, “Advanced Data Exploitation in Speech Analysis – An Overview,” IEEE Signal Processing Magazine, vol. 34, pp. 107–129, July 2017
Z. Zhang, E. Coutinho, J. Deng, and B. Schuller, “Cooperative Learning and its Application to Emotion Recognition from Speech,” IEEE/ACM Transactions on Audio, Speech and Language Processing, vol. 23,pp. 115–126, Jan. 2015
Z. Zhang, E. Coutinho, J. Deng, and B. Schuller, “Distributing Recognition in Computational Paralinguistics,” IEEE Transactions on Affective Computing, vol. 5, pp. 406–417, Oct.–Dec. 2014
Z. Zhang, J. Pinto, C. Plahl, B. Schuller, and D. Willett, “Channel Mapping using Bidirectional Long Short-Term Memory for Dereverberation in Hands-Free Voice Controlled Devices,” IEEE Transactions on Consumer Electronics, vol. 60, pp. 525–533, Aug. 2014
