Speech Emotion Recognition

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9 papers in the last four weeks, up 29% on the four weeks before. 0.1% of all new papers.

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  1. Explainable and Trustworthy Speech Emotion Recognition Using Confidence Score and Reinforcement Learning Rectified Speech Emotion Descriptors

    Jun 12, 2026Youjun Chen, Xurong Xie, Mengzhe Geng +9Explainable Artificial IntelligenceReinforcement Learning

    The Chinese University of Hong Kong, Hong Kong SAR, China · Institute of Software, Chinese Academy of Sciences, China · National Research Council Canada, Canada +1

  2. LLM-Based Synthetic Ground Truth Generation for Audio-Based Emotion Classification via In-Context Learning

    Jun 10, 2026Qing Huang, Pooja Pol, Jianing ZhangLLM-Assisted AnnotationEmotion Recognition in Conversations

    School of Business, Technical University of Applied Sciences Augsburg, Friedberger Str. 4, 86161 Augsburg, Germany · Data Science und Autonome Systeme Technologietransferzentrum (TTZ), An der Schmiede 19, 86899 Landsberg am Lech, Germany

  3. Towards Robust Arabic Speech Emotion Recognition with Deep Learning

    Jun 9, 2026Youcef Soufiane Gheffari, Samiya SilarbiHybrid CNN-Transformer ArchitecturesSpeech Emotion Recognition

    aADASCA Laboratory – Advanced Data Science and Cognitive Applications, Université des Sciences et de la Technologie d’Oran Mohamed Boudiaf (USTO-MB), Oran, Algeria

  4. Titans-as-a-Layer: Test-Time Memory for Conversational Speech Emotion Recognition

    Jun 7, 2026Daniel Chen, Qicong Hu, Yang Xiao +2Memory-Augmented Language ModelsAudio Understanding

    Department of Computer Science, University of Auckland, Auckland, New Zealand · School of Computer and Information Technology, Melbourne, Australia

  5. Acoustic Cue Alignment in Audio Language Models for Speech Emotion Recognition

    Jun 5, 2026Iosif Tsangko, Andreas Triantafyllopoulos, Björn W. SchullerAudio-Language Model EvaluationAudio Understanding

    CHI – Chair of Health Informatics, TUM University Hospital, Munich, Germany · MCML – Munich Center for Machine Learning, Munich, Germany · MDSI – Munich Data Science Institute, Munich, Germany +1

  6. Learning Emotion-discriminative Representations for Zero-Shot Cross-lingual Speech Emotion Recognition

    Jun 4, 2026Jinyi Mi, Ding Ma, Tomoki TodaZero-Shot LearningCross-Lingual Representation Alignment

    Graduate School of Informatics, Nagoya University, Japan · Information Technology Center, Nagoya University, Japan

  7. Geometric Second-Order Feature Correlation Learning for Self-Supervised Speech Emotion Recognition

    Jun 4, 2026Shuanglin Li, Ruxiao Qian, Siyang SongGeometric Representation LearningSpeech Emotion Recognition

    Xiangjiang Laboratory, Changsha, China · University of Exeter, Exeter, UK

  8. Speech Emotion Recognition using Attention-based LSTM-Network with Residual Connection

    Jun 2, 2026Daniil Krasnoproshin, Maxim VashkevichSpeech Emotion RecognitionLong Short-Term Memory Networks

    Embedded System Department of Belarusian State University of Informatics and Radioelectronics 6, P. Brovky st., 220013, Minsk, Belarus

  9. Evaluation of Conversational Agents: Understanding Culture, Context and Environment in Emotion Detection

    May 28, 2026Martha Teiko Teye, Yaw Marfo Missah, Emmanuel Ahene +2Sentiment AnalysisEmotion Recognition in Conversations

    Cluster of Excellence, University of Stuttgart, 70174 Stuttgart, German · Department of Computer Science, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana · Institute for Ethics in Artificial Intelligence, Technical University of Munich, 80333 Münich, Germany

  10. Hardware-Aware Federated Learning for Speech Emotion Recognition

    May 23, 2026Beyazit Bestami Yuksel, Emrah DikbiyikCommunication-Efficient Distributed TrainingClient Selection in Federated Learning

    Computer Engineering Istanbul Technical University Istanbul, Turkey · Department of Computer Technologies Istanbul University-Cerrahpaşa Istanbul, Turkey

  11. Beyond Acoustic Emotion Recognition: Multimodal Pathos Analysis in Political Speech Using LLM-Based and Acoustic Emotion Models

    May 21, 2026Juergen DietrichAudio-Language Model EvaluationPolitical Discourse Analysis

    Democracy Intelligence gGmbH, Germany

  12. Unrequited Emotions: Investigating the Gaps in Motivation and Practice in Speech Emotion Recognition Research

    Apr 28, 2026Taryn Wong, Zeerak Talat, Hanan Aldarmaki +1Speech Emotion RecognitionEmotion Recognition

    Johns Hopkins University · University of Edinburgh · MBZUAI

  13. ML-SAN: Multi-Level Speaker-Adaptive Network for Emotion Recognition in Conversations

    Apr 28, 2026Kexue Wang, Yinfeng Yu, Liejun WangSpeech ProcessingEmotion Recognition in Conversations

    Joint Research Laboratory for Embodied Intelligence, Xinjiang University · Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing, Xinjiang University · School of Computer Science and Technology, Xinjiang University, Urumqi 830017, China

  14. Speech Emotion Recognition Using MFCC Features and LSTM-Based Deep Learning Model

    Apr 16, 2026Adelekun Oluwademilade, Ademola Adedamola, Abiola Abdulhakeem +7Speech ProcessingSpeech Emotion Recognition

    Department of Electrical Electronics and Telecommunications Engineering, Bells University of Technology, P.M.B. 1015, Ota, Ogun State, Nigeria · New Horizons Bells University of Technology, P.M.B. 1015, Ota, Ogun State, Nigeria · Department of Computer Engineering, Bells University of Technology, P.M.B. 1015, Ota, Ogun State, Nigeria +1

  15. SEDTalker: Emotion-Aware 3D Facial Animation Using Frame-Level Speech Emotion Diarization

    Apr 14, 2026Farzaneh Jafari, Stefano Berretti, Anup BasuAudio-Driven Facial AnimationTalking Head Generation

    University of Alberta, Edmonton, AB, Canada · University of Florence, Florence, Italy

  16. Semantic-Emotional Resonance Embedding: A Semi-Supervised Paradigm for Cross-Lingual Speech Emotion Recognition

    Apr 8, 2026Ya Zhao, Yinfeng Yu, Liejun WangSpeech Emotion RecognitionCross-Lingual Transfer

    School of Computer Science and Technology, Xinjiang University, Urumqi, China · Pengcheng Laboratory Xinjiang Network Node · Xinjiang Multimodal Intelligent Processing and Information Security Engineering Technology Research Center +2

  17. AffectSpeech: A Large-Scale Emotional Speech Dataset with Fine-Grained Textual Descriptions for Speech Emotion Captioning and Synthesis

    Apr 5, 2026Tianhua Qi, Wenming Zheng, Björn W. Schuller +2Emotional Speech SynthesisSpeech Emotion Recognition

    School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China · Key Laboratory of Child Development and Learning Science (Southeast University), Ministry of Education, China · Chair of Health Informatics (CHI), Technical University of Munich, 80333 Munich, Germany +3

  18. Human-Guided Reasoning with Large Language Models for Vietnamese Speech Emotion Recognition

    Apr 2, 2026Truc Nguyen, Then Tran, Binh Truong +1Speech Emotion RecognitionHuman-in-the-Loop AI

    University of Information Technology, Ho Chi Minh City, Vietnam · Vietnam National University Ho Chi Minh City, Ho Chi Minh City, Vietnam

  19. Hybrid CNN-Transformer Architecture for Arabic Speech Emotion Recognition

    Mar 28, 2026Youcef Soufiane Gheffari, Oussama Mustapha Benouddane, Samiya SilarbiSpeech Emotion RecognitionHybrid CNN-Transformer Architectures

    Department of Computer Science, USTO-MB, Oran, Algeria

  20. Explainable Speech Emotion Recognition: Weighted Attribute Fairness to Model Demographic Contributions to Social Bias

    Mar 26, 2026Tomisin Ogunnubi, Yupei Li, Björn SchullerAlgorithmic FairnessSpeech Emotion Recognition

  21. Crab: Multi Layer Contrastive Supervision to Improve Speech Emotion Recognition Under Both Acted and Natural Speech Condition

    Mar 24, 2026Lucas H. Ueda, João G. T. Lima, Paula D. P. CostaContrastive LearningMultimodal Emotion Recognition

    Dept. of Computer Engineering and Automation (DCA), Faculdade de Engenharia El´etrica e de Computac¸˜ao, and are part of the AI Lab., Recod.ai, Institute of Computing, Universidade Estadual de Campinas, UNICAMP

  22. Prompt Amplification and Zero-Shot Late Fusion in Audio-Language Models for Speech Emotion Recognition

    Mar 24, 2026Saurabh Kataria, Xiao HuSpeech Emotion RecognitionAudio-Language Models

    School of Nursing, Emory University, Atlanta, USA

  23. MSP-Conversation: A Corpus for Naturalistic, Time-Continuous Emotion Recognition

    Mar 23, 2026Luz Martinez-Lucas, Pravin Mote, Abinay Reddy Naini +2Emotion Recognition in ConversationsEmotion Recognition

    Erik Jonsson School of Engineering and Computer Science, University of Texas at Dallas, Richardson, TX 75080 USA · Language Technologies Institute, Carnegie Mellon University, Pittsburgh PA-15213 USA · AT&T Labs Research, Bedminster, NJ USA

  24. Emotion-Aware Quantization for Discrete Speech Representations: An Analysis of Emotion Preservation

    Mar 22, 2026Haoguang Zhou, Siyi Wang, Jingyao Wu +2Discrete Speech Representation LearningResidual VQ

    The University of Melbourne, Australia · Massachusetts Institute of Technology, USA · Monash University, Australia

  25. ERM-MinMaxGAP: Benchmarking and Mitigating Gender Bias in Multilingual Multimodal Speech-LLM Emotion Recognition

    Mar 22, 2026Zi Haur Pang, Xiaoxue Gao, Tatsuya Kawahara +1Speech Emotion RecognitionMultimodal Emotion Recognition

    Kyoto University, Japan · Agency for Science, Technology, and Research (A*STAR), Singapore

  26. On the Emotion Understanding of Synthesized Speech

    Mar 17, 2026Yuan Ge, Haishu Zhao, Aokai Hao +10Speech Emotion RecognitionEmotion Representation in Language Models

    Northeastern University, China · Meituan · NiuTrans Research +1

  27. Aligning Paralinguistic Understanding and Generation in Speech LLMs via Multi-Task Reinforcement Learning

    Mar 16, 2026Jingxiang Chen, Minseok Kim, Seong-Gyun Leem +13Speech Language ModelsEmotion Representation in Language Models

    Meta Reality Labs

  28. Affect Decoding in Phonated and Silent Speech Production from Surface EMG

    Mar 12, 2026Simon Pistrosch, Kleanthis Avramidis, Zhao Ren +7Speech Emotion RecognitionEmotion Recognition

    CHI – Chair of Health Informatics, TUM University Hospital, Munich, Germany · MCML – Munich Center for Machine Learning, Germany · SAIL – Signal Analysis and Interpretation Lab, University of Southern California, USA +2

  29. VoxEmo: Benchmarking Speech Emotion Recognition with Speech LLMs

    Mar 9, 2026Hezhao Zhang, Huang-Cheng Chou, Shrikanth Narayanan +1Speech Emotion RecognitionSpeech Language Models

    Department of Computer Science, University of Sheffield, United Kingdom · Signal Analysis and Interpretation Laboratory (SAIL), Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA 90089, USA

  30. Disentangling Reasoning in Large Audio-Language Models for Ambiguous Emotion Prediction

    Mar 9, 2026Xiaofeng Yu, Jiaheng Dong, Jean Honorio +3Speech Emotion RecognitionEmotion Recognition

    University of Auckland, New Zealand · The University of Melbourne, Australia · University of Birmingham, United Kingdom