Few-Shot Audio Classification

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

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  1. ToneCL: Contrastive Learning for Few-Shot Syllable-Level Tone Classification

    Sep 21, 2026Qisheng Liao, Youngah DoContrastive LearningFew-Shot Audio Classification

    Department of Linguistics The University of Hong Kong

  2. Sample-Conditioned Representation Selection for Audio Few-Shot Learning

    Sep 15, 2026Fengrui Liu, Ningxin Shen, Yi Li +3Few-Shot Audio ClassificationAudio Representation Learning

    National Key Laboratory of Space Integrated Information System, Institute of Software, Chinese Academy of Sciences · School of Computer Science, Nanjing University · School of Computer Science and Technology, East China Normal University +1

  3. A Parameter-Free Few-Shot Evaluation for Elephant Vocalisation Classification

    Aug 14, 2026Christiaan M. Geldenhuys, Thomas R. NieslerFew-Shot Audio ClassificationPrototype-Based Classification

    Department of Electrical and Electronic Engineering University of Stellenbosch

  4. Few-Shot Open-Set Audio Classification via Transductive Prototype Refinement and Class Logit Enhancement

    Jul 29, 2026Tianyan Deng, Yanxiong Li, Rui Gao +1Few-Shot Audio ClassificationPrototype-Based Classification

    School of Mathematics South China University of Technology Guangzhou, China · School of Electronic and Information Engineering South China University of Technology Guangzhou, China

  5. Few-Shot Open-Set Audio Classification Using Attention Information-Fused Prototypes

    Jul 1, 2026Yanxiong Li, Jiaxin Tan, Qianqian Li +3Few-Shot Audio ClassificationPrototype-Based Classification

    School of Electronic and Information Engineering, South China University of Technology, Guangzhou 510640, China · Faculty of Information Technology and Communication Sciences, Tampere University, FI-33720 Tampere, Finland

  6. Unlocking In-Context Learning in Audio-Language Models from Decentralized Medical Audio

    Jun 22, 2026Ran Piao, Tsai-Ning Wang, Martijn den Dekker +4Few-Shot Audio ClassificationMultimodal ICL

    Eindhoven University of Technology, The Netherlands · Erasmus MC, The Netherlands · Rijnstate Hospital, The Netherlands +1

  7. SubT: Subspace Tuning for Few-shot Generalization of Audio-Language Models

    Jun 17, 2026Jaehyuk Jang, Kangwook Ko, Wonjun Lee +1Few-Shot Audio ClassificationZero-Shot Learning

    KAIST

  8. Transductive Zero-Shot Audio Classification with Audio-Language Models

    Jun 15, 2026Jingwen Zhou, Mingzhe WangAudio-Language Model EvaluationFew-Shot Audio Classification

    Xidian University, Xi’an, China

  9. Acoustic Prompting via Stage-wise Modulation for Few-Shot Learning in Audio Language Models

    Jun 14, 2026Hyebin Cho, Jaehyuk Jang, Changick Kim +1Few-Shot Audio ClassificationAudio Representation Learning

    Korea Advanced Institute of Science and Technology, South Korea

  10. Few-shot Class-variable Incremental Audio Classification via Prototype Adaptation and Pseudo Class-variable Training

    Jun 8, 2026Yanxiong Li, Guoqing Chen, Qianqian Li +1Class-Incremental LearningFew-Shot Audio Classification

    School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China

  11. Drift-Augmented Scoring: Text-Derived Noise Robustness for Zero-Shot Audio-Language Classification

    Jun 3, 2026Tu Vo, Sheir Zaheer, Chan Y. ParkFew-Shot Audio ClassificationAudio Understanding

    KC Machine Learning Lab

  12. SpurAudio: A Benchmark for Studying Shortcut Learning in Few-Shot Audio Classification

    May 13, 2026Giries Abu Ayoub, Morad Tukan, Loay MualemFew-Shot Audio ClassificationAudio Understanding

    Independent Researcher · University of Stuttgart, Germany · IMPRS-IS, Germany

  13. Scaling few-shot spoken word classification with generative meta-continual learning

    May 13, 2026Louise Beyers, Batsirayi Mupamhi Ziki, Ruan van der MerweFew-Shot Audio ClassificationContinual Learning

    Bytefuse