Speech-Based Dementia Detection

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5 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Beyond Decodability: Do Acoustic Factors Drive Predictions in Speech-Based Alzheimer's Assessment?

    Oct 1, 2026Serli Kopar, Alkis Koudounas, Roshan P. Rane +3Audio Representation LearningSpeech-Based Dementia Detection

    Hertie Institute for AI in Brain Health, Germany · Tübingen AI Center, Germany · Sony Group Corporation, Japan +1

  2. Explainable and Generalisable LLM-based Cognitive Decline Detection with Spontaneous Speech

    Sep 28, 2026Ziyun Cui, Wen Wu, Chuan Shi +10Explainable Artificial IntelligenceSpeech-Based Dementia Detection

    Tsinghua University, Beijing, China. · Shanghai Artificial Intelligence Laboratory, Shanghai, China. · Peking University Sixth Hospital, Beijing, China. +3

  3. CCMAN: Cognitive Instability-Aware Cross-Modal Attention Network for Interpretable Temporal Biomarkers of Verbal Fluency Speech

    Sep 13, 2026Madhurananda Pahar, Caitlin Illingworth, Dorota Braun +2Speech-Based Dementia Detection

    School of Computer Science, University of Sheffield, Sheffield, S1 4DP, UK · Sheffield Institute for Translational Neuroscience (SITraN), University of Sheffield, Sheffield, S10 2HQ, UK

  4. LLM-Anchored Paralinguistic Enrichment for Alzheimer's Disease Detection

    Sep 9, 2026Xiao Wei, Yuqin Lin, Yaru Cao +6Speech-Based Dementia DetectionSpeech Prosody

    Tianjin Key Laboratory of Cognitive Computing and Application, College of Intelligence and Computing, Tianjin University, Tianjin, China · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China · College of Computer and Data Science, Fuzhou University, Fuzhou, China +1

  5. Robust Rank Aggregation for Multimodal Speech-Based Alzheimer's Disease Detection

    Sep 9, 2026Zemin Jin, Tomoko MatsuiSpeech-Based Dementia DetectionAlzheimer's Disease Classification

    The Chinese University of Hong Kong, Shenzhen, China · Center for Language, Intelligence and Machines (LIMA), Shenzhen Loop Area Institute (SLAI), Shenzhen, China

  6. Cleaner Speech, Weaker Generalization: Revisiting Pitt-Derived Benchmarks for Alzheimer's Disease Detection

    Aug 31, 2026Luqi Sun, Shreeram Suresh Chandra, Lin Zhang +5Speech-Based Dementia DetectionSpeech Enhancement

    Center for Language and Speech Processing (CLSP), Johns Hopkins University · Research Center for Information Technology Innovation, Academia Sinica · University of Michigan, Ann Arbor +1

  7. LSEAD: A Privacy-Preserving LLM-Based Speech Analysis Framework for Early Alzheimer's Disease Screening

    Aug 7, 2026Xin Wang, Yingchao Huang, Yuhan Su +2Speech-Based Dementia DetectionAlzheimer's Disease Classification

    Faculty of Digital Innovation, Arts & Sciences, Saskatchewan Polytechnic, Regina SK S4S 5X1, Canada · School of Basic Medical Sciences, Hebei University, Baoding 071000, China · Department of Civil & Environmental Engineering and School of Mining & Petroleum Engineering, University of Alberta, Edmonton AB T6G 2H5, Canada +1

  8. A Neurosymbolic Approach for Explainable Early Diagnosis of Alzheimer's Disease

    Jul 31, 2026Ranveer Singh, Pranuthi Tenali, Saurabh Mathur +6Alzheimer's DiseaseInterpretable ML

    The University of Texas at Dallas, Richardson, TX · TU Darmstadt, Germany · Swarthmore College, PA +1

  9. Disentangling Acoustic Cues in Alzheimer's Pathology and Perception: The Roles of Language and Gender

    Jul 27, 2026Liu He, Yuanchao Li, Yin-Long Liu +5Explainable Artificial IntelligenceSpeech-Based Dementia Detection

    University of Science and Technology of China · University of Edinburgh

  10. Toward Generalizable Cognitive Impairment Detection with Speech-Based Multimodal Large Language Models

    Jul 23, 2026Yingchao Huang, Xin Wang, Yuhan Su +1Multimodal Large Language ModelsSpeech-Based Dementia Detection

    Faculty of Digital Innovation, Arts & Sciences, Saskatchewan Polytechnic, Regina SK S4S 5X1, Canada · School of Basic Medical Sciences, Hebei University, Baoding 071000, China · Department of Civil & Environmental Engineering and School of Mining & Petroleum Engineering, University of Alberta, Edmonton AB T6G 2H5, Canada

  11. Multi-Level Privacy-Preserving Dementia Detection from Speech via Targeted Adversarial Obfuscation and Representation Learning

    Jul 19, 2026Henriette Flore Kenne, Raphael Anaadumba, Mohammad Arif Ul AlamSpeech-Based Dementia DetectionPrivacy-Preserving ML

    Richard A Miner School of Computer and Information Sciences, University of Massachusetts Lowell, Lowell, USA

  12. Transcript-Free Lightweight Detection of Alzheimer's Disease from Spontaneous Speech Using Handcrafted MFCC-Dominant Acoustic Biomarkers

    Jul 11, 2026Rashin Gholijani Farahani, Azam BastanfardSpeech-Based Dementia DetectionSpeech Processing

    Department of computer Engineering, Ka.c., Islamic Azad University Karaj,Alborz, Iran

  13. Gated Multi-Graph Fusion via Graph Attention Networks for Alzheimer's Disease Detection

    Jun 30, 2026Jinyu Li, Xiao Wei, Bin Wen +5Alzheimer's DiseaseGraph Attention Networks

    School of Future Technology, Tianjin University, Tianjin, China · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China · College of Computer and Data Science, Fuzhou University, Fuzhou, China +1

  14. From Black-Box to Clinical Insight: A Multi-Stage Explainable Framework for Speech-Based Cognitive Impairment Detection

    Jun 26, 2026Yasaman Haghbin, Sina Rashidi, Ali Zolnour +6Transformer InterpretabilityExplainable Artificial Intelligence

    Independent Researcher · Columbia University, United States · Chalmers University of Technology, Sweden

  15. LoRA-Tuned Large Language Models for Dementia Detection via Multi-View Speech-Derived Features

    Jun 26, 2026Jonghyeon Park, Olivier Jiyoun Jung, Myungwoo OhMulti-View LearningSpeech-Based Dementia Detection

    NAVER Cloud, South Korea · Division of Communication and Media, Ewha Womans University, South Korea

  16. Listening Between the Lines: Joint Learning of ASR Embeddings and LLM-Augmented Linguistics for Dementia Detection

    Jun 26, 2026Olivier Jiyoun Jung, Jonghyeon Park, Myungwoo OhSpeech-Based Dementia DetectionMultimodal Learning

    Division of Communication and Media, Ewha Womans University, South Korea · NAVER Cloud, South Korea

  17. Segment-Level Mandarin Chinese Speech-Based Cognitive Impairment Detection via an Autoencoder with Contrastive Learning

    Jun 18, 2026Yongqi Shao, Hong Huo, Flavio Bertini +2Audio Representation LearningRepresentation Learning

    School of Automation and Intelligent Sensing, Shanghai Jiao Tong University; Key Laboratory of System Control and Information Processing, Ministry of Education of China; Shanghai Key Laboratory of Perception and Control in Industrial Network Systems, Shanghai, 200240, China · Department of Mathematical, Physical and Computer Sciences, University of Parma, Parco Area delle Sciences 53/A, Parma, 43124, Italy · Department of Computer Science and Engineering, University of Bologna, Mura Anteo Zamboni 7, Bologna, 40126, Italy

  18. Mitigating Scoring Errors and Compensating for Nonverbal Subtests in Speech-Based Dementia Assessment

    Jun 17, 2026Franziska Braun, Christopher Witzl, Andreas Erzigkeit +4Speech-Based Dementia DetectionAutomated Evaluation

    Technische Hochschule Nürnberg · Geromed GmbH · PMU Klinikum Nürnberg

  19. Fair Cognitive Impairment Detection Through Unlearning

    Jun 17, 2026William Nguyen, Jiali Cheng, Hadi AmiriAdversarial Representation LearningAlgorithmic Fairness

    University of Massachusetts Lowell, USA

  20. Reading between the Lines: Leveraging Large Language Models for Global Dementia and Depression Assessment from Clinical Interviews

    Jun 16, 2026Franziska Braun, Alea Rüggeberg, Thomas Ranzenberger +4Depression DetectionMental Health

    1TH Nürnberg · 2FAU Erlangen · 3PMU Klinikum Nürnberg, Germany

  21. Unifying Acoustic Features and Text with Multimodal LLMs for Neurodegenerative Screening

    Jun 10, 2026Qingfeng Zhang, Yuanxiong Guo, Yanmin GongAlzheimer's DiseaseMultimodal Large Language Models

    Dept. of Information Systems and Cybersecurity The University of Texas at San Antonio San Antonio, TX, USA · School of Engineering Medicine Texas A&M University Houston, TX, USA

  22. Multilingual Detection of Alzheimer's Disease from Speech: A Cross-Linguistic Transfer Learning Approach

    Jun 4, 2026Nadine Yasser Abdelhalim, Emmanuel Akinrintoyo, Nicole SalomonsSpeech-Based Dementia DetectionSpeech Processing

    Department of Computing, Imperial College London, United Kingdom

  23. Forgotten Words: Benchmarking NeoBERT for Dementia Detection in Low-Resource Conversational Filipino and English Speech

    May 25, 2026Rez Samantha Z. Floresca, Edric Castel C. Hao, Hannah Grachiella Buñales +3Multilingual Language Model EvaluationSpeech-Based Dementia Detection

    Ateneo de Manila Senior High School · Analog Devices, Inc.

  24. A Multimodal Framework for Dementia Detection via Linguistic and Acoustic Representation Learning

    May 25, 2026Loukas Ilias, Dimitris AskounisSpeech-Based Dementia DetectionSpeech Processing

    Decision Support Systems Laboratory, School of Electrical and Computer Engineering, National Technical University of Athens, 15780 Athens, Greece

  25. Can Large Language Models Imitate Human Speech for Clinical Assessment? LLM-Driven Data Augmentation for Cognitive Score Prediction

    May 15, 2026Si-Belkacem Yamine Ketir, Lenard Paulo Tamayo, Shohei Hisada +3Class-Imbalanced LearningSynthetic Data Augmentation

    Télécom SudParis, France · Nara Institute of Science and Technology, Japan

  26. PROCESS-2: A Benchmark Speech Corpus for Early Cognitive Impairment Detection

    May 14, 2026Madhurananda Pahar, Caitlin H. Illingworth, Bahman Mirheidari +7Speech-Based Dementia DetectionSpeech Processing

    School of Computer Science, University of Sheffield, Sheffield, S1 4DP, UK · Sheffield Institute for Translational Neuroscience (SITraN), University of Sheffield, Sheffield, S10 2HQ, UK

  27. ASR-Agnostic Multimodal Spectrotemporal Modeling for Early Dementia Detection

    Apr 29, 2026Chukwuemeka Ugwu, Oluwafemi Richard OyelekeSpeech-Based Dementia DetectionSpeech Processing

  28. MINT: Multimodal Imaging-to-Speech Knowledge Transfer for Early Alzheimer's Screening

    Feb 27, 2026Vrushank Ahire, Yogesh Kumar, Anouck Girard +1Cross-Modal Knowledge DistillationAlzheimer's Disease

    Department of Computer Science and Engineering, Indian Institute of Technology Ropar, India · Embry-Riddle Aeronautical University, Florida, USA

  29. False positive bias in AI-powered speech-based cognitive screening for multilingual English speakers in the UK

    Date pendingMadhurananda Pahar, Caitlin Illingworth, Dorota Braun +4Speech-Based Dementia Detection

    School of Computer Science, University of Sheffield, Sheffield, S1 4DP, UK · Sheffield Institute for Translational Neuroscience (SITraN), University of Sheffield, Sheffield, S10 2HQ, UK · NIHR Devices for Dignity HTC, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, S10 2JF, UK