Unsupervised learning in cross-corpus acoustic emotion recognition. - Zixing Zhang 001; Felix Weninger; Martin Wöllmer; Björn W. Schuller (ASRU, 2011)

Using Multiple Databases for Training in Emotion Recognition: To Unite or to Vote? - Björn W. Schuller; Zixing Zhang 001; Felix Weninger; Gerhard Rigoll (INTERSPEECH, 2011)

Towards Automatic Intoxication Detection from Speech in Real-Life Acoustic Environments. - Zixing Zhang 001; Felix Weninger; Björn W. Schuller (ITG Conference on Speech Communication, 2012)

Automatic recognition of emotion evoked by general sound events. - Björn W. Schuller; Simone Hantke; Felix Weninger; Wenjing Han; Zixing Zhang 001; Shrikanth S. Narayanan (ICASSP, 2012)

Semi-supervised learning helps in sound event classification. - Zixing Zhang 001; Björn W. Schuller (ICASSP, 2012)

Active Learning by Sparse Instance Tracking and Classifier Confidence in Acoustic Emotion Recognition. - Zixing Zhang 001; Björn W. Schuller (INTERSPEECH, 2012)

Towards distributed recognition of emotion from speech. - Wenjing Han; Zixing Zhang 001; Jun Deng; Martin Wöllmer; Felix Weninger; Björn W. Schuller (ISCCSP, 2012)

Synthesized speech for model training in cross-corpus recognition of human emotion. - Björn W. Schuller; Zixing Zhang 001; Felix Weninger; Felix Burkhardt (Int. J. Speech Technol., 2012)

Sparse Autoencoder-Based Feature Transfer Learning for Speech Emotion Recognition. - Jun Deng; Zixing Zhang 001; Erik Marchi; Björn W. Schuller (ACII, 2013)

Feature enhancement by bidirectional LSTM networks for conversational speech recognition in highly non-stationary noise. - Martin Wöllmer; Zixing Zhang 001; Felix Weninger; Björn W. Schuller; Gerhard Rigoll (ICASSP, 2013)

Co-training succeeds in Computational Paralinguistics. - Zixing Zhang 001; Jun Deng; Björn W. Schuller (ICASSP, 2013)

Active learning by label uncertainty for acoustic emotion recognition. - Zixing Zhang 001; Jun Deng; Erik Marchi; Björn W. Schuller (INTERSPEECH, 2013)

Introducing shared-hidden-layer autoencoders for transfer learning and their application in acoustic emotion recognition. - Jun Deng; Rui Xia; Zixing Zhang 001; Yang Liu 004; Björn W. Schuller (ICASSP, 2014)

Linked Source and Target Domain Subspace Feature Transfer Learning - Exemplified by Speech Emotion Recognition. - Jun Deng; Zixing Zhang 001; Björn W. Schuller (ICPR, 2014)

Robust speech recognition using long short-term memory recurrent neural networks for hybrid acoustic modelling. - Jürgen T. Geiger; Zixing Zhang 001; Felix Weninger; Björn W. Schuller; Gerhard Rigoll (INTERSPEECH, 2014)

Autoencoder-based Unsupervised Domain Adaptation for Speech Emotion Recognition. - Jun Deng; Zixing Zhang 001; Florian Eyben; Björn W. Schuller (IEEE Signal Process. Lett., 2014)

Distributing Recognition in Computational Paralinguistics. - Zixing Zhang 001; Eduardo Coutinho; Jun Deng; Björn W. Schuller (IEEE Trans. Affect. Comput., 2014)

Channel mapping using bidirectional long short-term memory for dereverberation in hands-free voice controlled devices. - Zixing Zhang 001; Joel Pinto; Christian Plahl; Björn W. Schuller; Daniel Willett (IEEE Trans. Consumer Electron., 2014)

On rater reliability and agreement based dynamic active learning. - Yue Zhang 014; Eduardo Coutinho; Björn W. Schuller; Zixing Zhang 001; Michael G. Adam (ACII, 2015)

Bird sounds classification by large scale acoustic features and extreme learning machine. - Kun Qian 003; Zixing Zhang 001; Fabien Ringeval; Björn W. Schuller (GlobalSIP, 2015)

Dynamic Active Learning Based on Agreement and Applied to Emotion Recognition in Spoken Interactions. - Yue Zhang 014; Eduardo Coutinho; Zixing Zhang 001; Caijiao Quan; Björn W. Schuller (ICMI, 2015)

Cooperative Learning and its Application to Emotion Recognition from Speech. - Zixing Zhang 001; Eduardo Coutinho; Jun Deng; Björn W. Schuller (IEEE ACM Trans. Audio Speech Lang. Process., 2015)

Semi-Autonomous Data Enrichment and Optimisation for Intelligent Speech Analysis. - Zixing Zhang 001 (Verlag Dr. Hut, 2015)

The University of Passau Open Emotion Recognition System for the Multimodal Emotion Challenge. - Jun Deng; Nicholas Cummins; Jing Han 010; Xinzhou Xu; Zhao Ren; Vedhas Pandit; Zixing Zhang 001; Björn W. Schuller (CCPR (2), 2016)

Wavelet features for classification of vote snore sounds. - Kun Qian 003; Christoph Janott; Zixing Zhang 001; Clemens Heiser; Björn W. Schuller (ICASSP, 2016)

Enhanced semi-supervised learning for multimodal emotion recognition. - Zixing Zhang 001; Fabien Ringeval; Bin Dong; Eduardo Coutinho; Erik Marchi; Björn W. Schuller (ICASSP, 2016)

Multiscale kernel locally penalised discriminant analysis exemplified by emotion recognition in speech. - Xinzhou Xu; Jun Deng; Maryna Gavryukova; Zixing Zhang 001; Li Zhao 003; Björn W. Schuller (ICMI, 2016)

Facing Realism in Spontaneous Emotion Recognition from Speech: Feature Enhancement by Autoencoder with LSTM Neural Networks. - Zixing Zhang 001; Fabien Ringeval; Jing Han 010; Jun Deng; Erik Marchi; Björn W. Schuller (INTERSPEECH, 2016)

Fisher Kernels on Phase-Based Features for Speech Emotion Recognition. - Jun Deng; Xinzhou Xu; Zixing Zhang 001; Sascha Frühholz; Didier Grandjean; Björn W. Schuller (IWSDS, 2016)

Spectral and Cepstral Audio Noise Reduction Techniques in Speech Emotion Recognition. - Jouni Pohjalainen; Fabien Ringeval; Zixing Zhang 001; Björn W. Schuller (ACM Multimedia, 2016)

Exploitation of Phase-Based Features for Whispered Speech Emotion Recognition. - Jun Deng; Xinzhou Xu; Zixing Zhang 001; Sascha Frühholz; Björn W. Schuller (IEEE Access, 2016)

Wavelets Revisited for the Classification of Acoustic Scenes. - Kun Qian 003; Zhao Ren; Vedhas Pandit; Zijiang Yang 007; Zixing Zhang 001; Björn W. Schuller (DCASE, 2017)

Deep Sequential Image Features on Acoustic Scene Classification. - Zhao Ren; Vedhas Pandit; Kun Qian 003; Zijiang Yang 007; Zixing Zhang 001; Björn W. Schuller (DCASE, 2017)

Reconstruction-error-based learning for continuous emotion recognition in speech. - Jing Han 010; Zixing Zhang 001; Fabien Ringeval; Björn W. Schuller (ICASSP, 2017)

Prediction-based learning for continuous emotion recognition in speech. - Jing Han 010; Zixing Zhang 001; Fabien Ringeval; Björn W. Schuller (ICASSP, 2017)

Towards intoxicated speech recognition. - Zixing Zhang 001; Felix Weninger; Martin Wöllmer; Jing Han 010; Björn W. Schuller (IJCNN, 2017)

Towards Intelligent Crowdsourcing for Audio Data Annotation: Integrating Active Learning in the Real World. - Simone Hantke; Zixing Zhang 001; Björn W. Schuller (INTERSPEECH, 2017)

From Hard to Soft: Towards more Human-like Emotion Recognition by Modelling the Perception Uncertainty. - Jing Han 010; Zixing Zhang 001; Maximilian Schmitt; Maja Pantic; Björn W. Schuller (ACM Multimedia, 2017)

Recognizing Emotions From Whispered Speech Based on Acoustic Feature Transfer Learning. - Jun Deng; Sascha Frühholz; Zixing Zhang 001; Björn W. Schuller (IEEE Access, 2017)

Deep Learning for Environmentally Robust Speech Recognition: An Overview of Recent Developments. - Zixing Zhang 001; Jürgen T. Geiger; Jouni Pohjalainen; Amr El-Desoky Mousa; Björn W. Schuller (CoRR, 2017)

Learning Audio Sequence Representations for Acoustic Event Classification. - Zixing Zhang 001; Ding Liu; Jing Han 010; Björn W. Schuller (CoRR, 2017)

Strength modelling for real-worldautomatic continuous affect recognition from audiovisual signals. - Jing Han 010; Zixing Zhang 001; Nicholas Cummins; Fabien Ringeval; Björn W. Schuller (Image Vis. Comput., 2017)

Universum Autoencoder-Based Domain Adaptation for Speech Emotion Recognition. - Jun Deng; Xinzhou Xu; Zixing Zhang 001; Sascha Frühholz; Björn W. Schuller (IEEE Signal Process. Lett., 2017)

Advanced Data Exploitation in Speech Analysis: An overview. - Zixing Zhang 001; Nicholas Cummins; Björn W. Schuller (IEEE Signal Process. Mag., 2017)

A Two-Dimensional Framework of Multiple Kernel Subspace Learning for Recognizing Emotion in Speech. - Xinzhou Xu; Jun Deng; Nicholas Cummins; Zixing Zhang 001; Chen Wu; Li Zhao 003; Björn W. Schuller (IEEE ACM Trans. Audio Speech Lang. Process., 2017)

Classification of the Excitation Location of Snore Sounds in the Upper Airway by Acoustic Multifeature Analysis. - Kun Qian 003; Christoph Janott; Vedhas Pandit; Zixing Zhang 001; Clemens Heiser; Winfried Hohenhorst; Michael Herzog; Werner Hemmert; Björn W. Schuller (IEEE Trans. Biomed. Eng., 2017)

Towards Conditional Adversarial Training for Predicting Emotions from Speech. - Jing Han 010; Zixing Zhang 001; Zhao Ren; Fabien Ringeval; Björn W. Schuller (ICASSP, 2018)

Exploring A New Method for Food Likability Rating Based on DT-CWT Theory. - Ya'nan Guo 001; Jing Han 010; Zixing Zhang 001; Björn W. Schuller; Yide Ma (ICMI, 2018)

Evolving Learning for Analysing Mood-Related Infant Vocalisation. - Zixing Zhang 001; Jing Han 010; Kun Qian 003; Björn W. Schuller (INTERSPEECH, 2018)

Bags in Bag: Generating Context-Aware Bags for Tracking Emotions from Speech. - Jing Han 010; Zixing Zhang 001; Maximilian Schmitt; Zhao Ren; Fabien Ringeval; Björn W. Schuller (INTERSPEECH, 2018)

Automated Classification of Children's Linguistic versus Non-Linguistic Vocalisations. - Zixing Zhang 001; Alejandrina Cristià; Anne S. Warlaumont; Björn W. Schuller (INTERSPEECH, 2018)

Exploring Spatio-Temporal Representations by Integrating Attention-based Bidirectional-LSTM-RNNs and FCNs for Speech Emotion Recognition. - Ziping Zhao 001; Yu Zheng 013; Zixing Zhang 001; Haishuai Wang; Yiqin Zhao; Chao Li (INTERSPEECH, 2018)

Leveraging Unlabeled Data for Emotion Recognition With Enhanced Collaborative Semi-Supervised Learning. - Zixing Zhang 001; Jing Han 010; Jun Deng; Xinzhou Xu; Fabien Ringeval; Björn W. Schuller (IEEE Access, 2018)

Snoring classified: The Munich-Passau Snore Sound Corpus. - Christoph Janott; Maximilian Schmitt; Yue Zhang 014; Kun Qian 003; Vedhas Pandit; Zixing Zhang 001; Clemens Heiser; Winfried Hohenhorst; Michael Herzog; Werner Hemmert; Björn W. Schuller (Comput. Biol. Medicine, 2018)

Adversarial Training in Affective Computing and Sentiment Analysis: Recent Advances and Perspectives. - Jing Han 010; Zixing Zhang 001; Nicholas Cummins; Björn W. Schuller (CoRR, 2018)

Deep Scalogram Representations for Acoustic Scene Classification. - Zhao Ren; Kun Qian 003; Yebin Wang; Zixing Zhang 001; Vedhas Pandit; Alice Baird; Björn W. Schuller (IEEE CAA J. Autom. Sinica, 2018)

Semisupervised Autoencoders for Speech Emotion Recognition. - Jun Deng; Xinzhou Xu; Zixing Zhang 001; Sascha Frühholz; Björn W. Schuller (IEEE ACM Trans. Audio Speech Lang. Process., 2018)

Deep Learning for Environmentally Robust Speech Recognition: An Overview of Recent Developments. - Zixing Zhang 001; Jürgen T. Geiger; Jouni Pohjalainen; Amr El-Desoky Mousa; Wenyu Jin 002; Björn W. Schuller (ACM Trans. Intell. Syst. Technol., 2018)

Audiovisual Analysis for Recognising Frustration during Game-Play: Introducing the Multimodal Game Frustration Database. - Meishu Song; Zijiang Yang 007; Alice Baird; Emilia Parada-Cabaleiro; Zixing Zhang 001; Ziping Zhao 001; Björn W. Schuller (ACII, 2019)

Teaching Machines to Know Your Depressive State: On Physical Activity in Health and Major Depressive Disorder. - Kun Qian 003; Hiroyuki Kuromiya; Zixing Zhang 001; Jinhyuk Kim; Toru Nakamura; Kazuhiro Yoshiuchi; Björn W. Schuller; Yoshiharu Yamamoto (EMBC, 2019)

Attention-augmented End-to-end Multi-task Learning for Emotion Prediction from Speech. - Zixing Zhang 001; Bingwen Wu; Björn W. Schuller (ICASSP, 2019)

Implicit Fusion by Joint Audiovisual Training for Emotion Recognition in Mono Modality. - Jing Han 010; Zixing Zhang 001; Zhao Ren; Björn W. Schuller (ICASSP, 2019)

Compact Convolutional Recurrent Neural Networks via Binarization for Speech Emotion Recognition. - Huan Zhao 003; Yufeng Xiao; Jing Han 010; Zixing Zhang 001 (ICASSP, 2019)

VCMNet: Weakly Supervised Learning for Automatic Infant Vocalisation Maturity Analysis. - Najla Al Futaisi; Zixing Zhang 001; Alejandrina Cristià; Anne S. Warlaumont; Björn W. Schuller (ICMI, 2019)

Autonomous Emotion Learning in Speech: A View of Zero-Shot Speech Emotion Recognition. - Xinzhou Xu; Jun Deng; Nicholas Cummins; Zixing Zhang 001; Li Zhao 003; Björn W. Schuller (INTERSPEECH, 2019)

Attention-Enhanced Connectionist Temporal Classification for Discrete Speech Emotion Recognition. - Ziping Zhao 001; Zhongtian Bao; Zixing Zhang 001; Nicholas Cummins; Haishuai Wang; Björn W. Schuller (INTERSPEECH, 2019)

Automatic Detection of Major Depressive Disorder via a Bag-of-Behaviour-Words Approach. - Kun Qian 003; Hiroyuki Kuromiya; Zhao Ren; Maximilian Schmitt; Zixing Zhang 001; Toru Nakamura; Kazuhiro Yoshiuchi; Björn W. Schuller; Yoshiharu Yamamoto (ISICDM, 2019)

Exploring Deep Spectrum Representations via Attention-Based Recurrent and Convolutional Neural Networks for Speech Emotion Recognition. - Ziping Zhao 001; Zhongtian Bao; Yiqin Zhao; Zixing Zhang 001; Nicholas Cummins; Zhao Ren; Björn W. Schuller (IEEE Access, 2019)

Adversarial Training in Affective Computing and Sentiment Analysis: Recent Advances and Perspectives [Review Article]. - Jing Han 010; Zixing Zhang 001; Björn W. Schuller (IEEE Comput. Intell. Mag., 2019)

Dynamic Difficulty Awareness Training for Continuous Emotion Prediction. - Zixing Zhang 001; Jing Han 010; Eduardo Coutinho; Björn W. Schuller (IEEE Trans. Multim., 2019)

Generating and Protecting Against Adversarial Attacks for Deep Speech-Based Emotion Recognition Models. - Zhao Ren; Alice Baird; Jing Han 010; Zixing Zhang 001; Björn W. Schuller (ICASSP, 2020)

Hierarchical Attention Transfer Networks for Depression Assessment from Speech. - Ziping Zhao 001; Zhongtian Bao; Zixing Zhang 001; Nicholas Cummins; Haishuai Wang; Björn W. Schuller (ICASSP, 2020)

An Early Study on Intelligent Analysis of Speech Under COVID-19: Severity, Sleep Quality, Fatigue, and Anxiety. - Jing Han 010; Kun Qian 003; Meishu Song; Zijiang Yang 007; Zhao Ren; Shuo Liu 012; Juan Liu; Huaiyuan Zheng; Wei Ji; Tomoya Koike; Xiao Li; Zixing Zhang 001; et al. (INTERSPEECH, 2020)

Robust Semisupervised Generative Adversarial Networks for Speech Emotion Recognition via Distribution Smoothness. - Huan Zhao 003; Yufeng Xiao; Zixing Zhang 001 (IEEE Access, 2020)

Automatic Assessment of Depression From Speech via a Hierarchical Attention Transfer Network and Attention Autoencoders. - Ziping Zhao 001; Zhongtian Bao; Zixing Zhang 001; Jun Deng; Nicholas Cummins; Haishuai Wang; Jianhua Tao 001; Björn W. Schuller (IEEE J. Sel. Top. Signal Process., 2020)

Exploiting time-frequency patterns with LSTM-RNNs for low-bitrate audio restoration. - Jun Deng; Björn W. Schuller; Florian Eyben; Dagmar Schuller; Zixing Zhang 001; Holly Francois; Eunmi Oh (Neural Comput. Appl., 2020)

Guest Editorial Special Issue on Adversarial Learning in Computational Intelligence. - Zixing Zhang 001; Dimitris N. Metaxas; Hung-yi Lee; Björn W. Schuller (IEEE Trans. Emerg. Top. Comput. Intell., 2020)

Snore-GANs: Improving Automatic Snore Sound Classification With Synthesized Data. - Zixing Zhang 001; Jing Han 010; Kun Qian 003; Christoph Janott; Yanan Guo 001; Björn W. Schuller (IEEE J. Biomed. Health Informatics, 2020)

Identifying surgical-mask speech using deep neural networks on low-level aggregation. - Xinzhou Xu; Jun Deng; Zixing Zhang 001; Chen Wu; Björn W. Schuller (SAC, 2021)

Exploring Perception Uncertainty for Emotion Recognition in Dyadic Conversation and Music Listening. - Jing Han 010; Zixing Zhang 001; Zhao Ren; Björn W. Schuller (Cogn. Comput., 2021)

Learning audio sequence representations for acoustic event classification. - Zixing Zhang 001; Ding Liu; Jing Han 010; Kun Qian 003; Björn W. Schuller (Expert Syst. Appl., 2021)

Internet of emotional people: Towards continual affective computing cross cultures via audiovisual signals. - Jing Han 010; Zixing Zhang 001; Maja Pantic; Björn W. Schuller (Future Gener. Comput. Syst., 2021)

Computer Audition for Fighting the SARS-CoV-2 Corona Crisis - Introducing the Multitask Speech Corpus for COVID-19. - Kun Qian 003; Maximilian Schmitt; Huaiyuan Zheng; Tomoya Koike; Jing Han 010; Juan Liu; Wei Ji; Junjun Duan; Meishu Song; Zijiang Yang 007; Zhao Ren; Shuo Liu 012; et al. (IEEE Internet Things J., 2021)

Combining a parallel 2D CNN with a self-attention Dilated Residual Network for CTC-based discrete speech emotion recognition. - Ziping Zhao 001; Qifei Li; Zixing Zhang 001; Nicholas Cummins; Haishuai Wang; Jianhua Tao 001; Björn W. Schuller (Neural Networks, 2021)

Deep Learning for Mobile Mental Health: Challenges and recent advances. - Jing Han 010; Zixing Zhang 001; Cecilia Mascolo; Elisabeth André; Jianhua Tao 001; Ziping Zhao 001; Björn W. Schuller (IEEE Signal Process. Mag., 2021)

Artificial Intelligence Internet of Things for the Elderly: From Assisted Living to Health-Care Monitoring. - Kun Qian 003; Zixing Zhang 001; Yoshiharu Yamamoto; Björn W. Schuller (IEEE Signal Process. Mag., 2021)

EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings. - Jing Han 010; Zixing Zhang 001; Zhao Ren; Björn W. Schuller (IEEE Trans. Affect. Comput., 2021)

Can Machine Learning Assist Locating the Excitation of Snore Sound? A Review. - Kun Qian 003; Christoph Janott; Maximilian Schmitt; Zixing Zhang 001; Clemens Heiser; Werner Hemmert; Yoshiharu Yamamoto; Björn W. Schuller (IEEE J. Biomed. Health Informatics, 2021)

Self-attention transfer networks for speech emotion recognition. - Ziping Zhao 001; Zhongtian Bao; Zixing Zhang 001; Nicholas Cummins; Shihuang Sun; Haishuai Wang; Jianhua Tao 001; Björn W. Schuller (Virtual Real. Intell. Hardw., 2021)

Automatic Respiratory Sound Classification Via Multi-Branch Temporal Convolutional Network. - Ziping Zhao 001; Zhen Gong; Mingyue Niu; Jiali Ma; Haishuai Wang; Zixing Zhang 001; Ya Li 001 (ICASSP, 2022)

Deliberation Selector for Knowledge-Grounded Conversation Generation. - Huan Zhao 003; Yiqing Wang; Bo Li; Song Wang 016; Zixing Zhang 001; Xupeng Zha (PRICAI (3), 2022)

Dynamic Restrained Uncertainty Weighting Loss for Multitask Learning of Vocal Expression. - Meishu Song; Zijiang Yang 007; Andreas Triantafyllopoulos; Xin Jing; Vincent Karas; Jiangjian Xie; Zixing Zhang 001; Yoshiharu Yamamoto; Björn W. Schuller (CoRR, 2022)

Rethinking Auditory Affective Descriptors Through Zero-Shot Emotion Recognition in Speech. - Xinzhou Xu; Jun Deng; Zixing Zhang 001; Xijian Fan; Li Zhao 003; Laurence Devillers; Björn W. Schuller (IEEE Trans. Comput. Soc. Syst., 2022)

Exploring Zero-Shot Emotion Recognition in Speech Using Semantic-Embedding Prototypes. - Xinzhou Xu; Jun Deng; Nicholas Cummins; Zixing Zhang 001; Li Zhao 003; Björn W. Schuller (IEEE Trans. Multim., 2022)

Zero-Shot Speech Emotion Recognition Using Generative Learning with Reconstructed Prototypes. - Xinzhou Xu; Jun Deng; Zixing Zhang 001; Zhen Yang; Björn W. Schuller (ICASSP, 2023)

Privacy-Enhanced Federated Learning Against Attribute Inference Attack for Speech Emotion Recognition. - Huan Zhao 003; Haijiao Chen; Yufeng Xiao; Zixing Zhang 001 (ICASSP, 2023)

GCFormer: A Graph Convolutional Transformer for Speech Emotion Recognition. - Yingxue Gao; Huan Zhao 003; Yufeng Xiao; Zixing Zhang 001 (ICMI, 2023)

Speaker-aware Cross-modal Fusion Architecture for Conversational Emotion Recognition. - Huan Zhao 003; Bo Li; Zixing Zhang 001 (INTERSPEECH, 2023)

Frequency Domain Feature Learning with Wavelet Transform for Image Translation. - Huan Zhao 003; Yujiang Wang 005; Tingting Li; Song Wang 016; Lixuan Li; Xupeng Zha; Zixing Zhang 001 (PRICAI (3), 2023)

Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models. - Zixing Zhang 001; Liyizhe Peng; Tao Pang; Jing Han 010; Huan Zhao 003; Björn W. Schuller (CoRR, 2023)

ACG-EmoCluster: A Novel Framework to Capture Spatial and Temporal Information from Emotional Speech Enhanced by DeepCluster. - Huan Zhao 003; Lixuan Li; Xupeng Zha; Yujiang Wang 005; Zhaoxin Xie; Zixing Zhang 001 (Sensors, 2023)

Diversifying Emotional Dialogue Generation via Selective Adversarial Training. - Bo Li; Huan Zhao 003; Zixing Zhang 001 (Sensors, 2023)

EmoTransKG: An Innovative Emotion Knowledge Graph to Reveal Emotion Transformation. - Huan Zhao 003; Xupeng Zha; Zixing Zhang 001 (ACL (Findings), 2024)

Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation. - Zixing Zhang 001; Tao Pang; Jing Han 010; Björn W. Schuller (ICASSP, 2024)

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)

Adaptive Speech Emotion Representation Learning Based On Dynamic Graph. - Yingxue Gao; Huan Zhao 003; Zixing Zhang 001 (ICASSP, 2024)

Customising General Large Language Models for Specialised Emotion Recognition Tasks. - Liyizhe Peng; Zixing Zhang 001; Tao Pang; Jing Han 010; Huan Zhao 003; Hao Chen; Björn W. Schuller (ICASSP, 2024)

Esihgnn: Event-State Interactions Infused Heterogeneous Graph Neural Network for Conversational Emotion Recognition. - Xupeng Zha; Huan Zhao 003; Zixing Zhang 001 (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)

LSTDial: Enhancing Dialogue Generation via Long- and Short-Term Measurement Feedback. - Guanghui Ye; Huan Zhao 003; Zixing Zhang 001; Xupeng Zha; Zhihua Jiang (NAACL-HLT, 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)

Individual mapping and asymmetric dual supervision for discrete cross-modal hashing. - Song Wang 016; Huan Zhao 003; Zixing Zhang 001; Keqin Li 001 (Expert Syst. Appl., 2024)

Gradient-Level Differential Privacy Against Attribute Inference Attack for Speech Emotion Recognition. - Haijiao Chen; Huan Zhao 003; Zixing Zhang 001 (IEEE Signal Process. Lett., 2024)

Discriminative Feature Learning-Based Federated Lightweight Distillation Against Multiple Attacks. - Haijiao Chen; Huan Zhao 003; Zixing Zhang 001; Keqin Li 001 (IEEE Internet Things J., 2024)

An Angle-Oriented Approach to Transferring Speech to Gesture for Highly Anthropomorphized Embodied Conversational Agents. - Jiwei Liu; Zheng Qin 001; Zixing Zhang 001; Jixin Zhang (Int. J. Comput. Intell. Appl., 2024)

Refashioning Emotion Recognition Modeling: The Advent of Generalized Large Models. - Zixing Zhang 001; Liyizhe Peng; Tao Pang; Jing Han 010; Huan Zhao 003; Björn W. Schuller (IEEE Trans. Comput. Soc. Syst., 2024)

ProsodyFM: Unsupervised Phrasing and Intonation Control for Intelligible Speech Synthesis. - Xiangheng He; Junjie Chen; Zixing Zhang 001; Björn W. Schuller (AAAI, 2025)

Dual-View Learning for Conversational Emotion Recognition Through Context and Emotion-Shift Modeling. - Xupeng Zha; Huan Zhao 003; Guanghui Ye; Zixing Zhang 001 (AAAI, 2025)

XDGesture: An xLSTM-based Diffusion Model for Co-speech Gesture Generation. - Zixing Zhang 001; Jiajun Li; Bin Wang; Yiming Liu; Huan Zhao 003; Björn W. Schuller (ICASSP, 2025)

Enhanced Multimodal Emotion Recognition in Conversations via Contextual Filtering and Multi-Frequency Graph Propagation. - Huan Zhao 003; Yingxue Gao; Haijiao Chen; Bo Li; Guanghui Ye; Zixing Zhang 001 (ICASSP, 2025)

Parameter-Efficient Federal-Tuning Enhances Privacy Preserving for Speech Emotion Recognition. - Haijiao Chen; Huan Zhao 003; Yingxue Gao; Yiming Liu; Zixing Zhang 001 (ICASSP, 2025)

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)

Semi-Supervised Cognitive State Classification from Speech with Multi-View Pseudo-Labeling. - Yuanchao Li; Zixing Zhang 001; Jing Han 010; Peter Bell 001; Catherine Lai (ICASSP, 2025)

DSSM: Dual State Space Model For Human Motions Generation. - Yiming Liu; Huan Zhao 003; Yaqian Liu; Haijiao Chen; Bo Li; Guanghui Ye; 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)

Federal parameter-efficient fine-tuning for speech emotion recognition. - Haijiao Chen; Huan Zhao 003; Zixing Zhang 001; Keqin Li 001 (Expert Syst. Appl., 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)

UniDE: A multi-level and low-resource framework for automatic dialogue evaluation via LLM-based data augmentation and multitask learning. - Guanghui Ye; Huan Zhao 003; Zixing Zhang 001; Zhihua Jiang (Inf. Process. Manag., 2025)

STAA-Net: A Sparse and Transferable Adversarial Attack for Speech Emotion Recognition. - Yi Chang 004; Zhao Ren; Zixing Zhang 001; Xin Jing; Kun Qian 003; Xi Shao; Bin Hu 001; Tanja Schultz; Björn W. Schuller (IEEE Trans. Affect. Comput., 2025)

Celler:A Genomic Language Model for Long-Tailed Single-Cell Annotation. - Huan Zhao 003; Yiming Liu; Jina Yao; Ling Xiong; Zexin Zhou; Zixing Zhang 001 (CoRR, 2025)

DEBATE: A Dataset for Disentangling Textual Ambiguity in Mandarin Through Speech. - Haotian Guo; Jing Han 010; Yongfeng Tu; Shihao Gao; Shengfan Shen; Wulong Xiang; Weihao Gan; Zixing Zhang 001 (CoRR, 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)

Robust Hashing With Bilinear Drift for Image-Text Retrieval. - Huan Zhao 003; Zeyi Li; Song Wang 016; Zixing Zhang 001; Keqin Li 001 (IEEE Trans. Circuits Syst. Video Technol., 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)