Few-Shot Learning

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33 papers in the last four weeks, up 94% on the four weeks before. 0.2% of all new papers.

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  1. BioVLM: Routing Prompts, Not Parameters, for Cross-Modality Generalization in Biomedical VLMs

    Apr 19, 2026Mainak Singha, Tanisha Gupta, Ankit Jha +3Cross-Modal LearningPrompt Learning

    University of Trento, Italy · Carnegie Mellon University, USA · LNMIIT Jaipur, India +3

  2. Beyond the Basics: Leveraging Large Language Model for Fine-Grained Medical Entity Recognition

    Apr 19, 2026Nwe Ni Win, Jim Basilakis, Steven Thomas +6Named Entity RecognitionHealthcare

    Western Sydney University, Sydney, Australia · Western Sydney University, Australia · South Western Emergency Research Institute, Sydney, Australia +7

  3. SCHK-HTC: Sibling Contrastive Learning with Hierarchical Knowledge-Aware Prompt Tuning for Hierarchical Text Classification

    Apr 17, 2026Ke Xiong, Qian Wu, Wangjie Gan +2Hierarchical ClassificationHierarchical Representation Learning

    School of Software Technology, Zhejiang University, China · NetEase Yidun AI Lab, Hangzhou, China

  4. One-shot learning for the complex dynamical behaviors of weakly nonlinear forced oscillators

    Apr 16, 2026Teng Ma, Luca Rosafalco, Wei Cui +2Dynamical SystemsSparse Identification of Nonlinear Dynamics

  5. DRG-Font: Dynamic Reference-Guided Few-shot Font Generation via Contrastive Style-Content Disentanglement

    Apr 15, 2026Rejoy Chakraborty, Prasun Roy, Saumik Bhattacharya +1Few-Shot LearningConditional Generative Modeling

    Indian Statistical Institute Kolkata · Indian Institute of Technology Kharagpur

  6. KumoRFM-2: Scaling Foundation Models for Relational Learning

    Apr 14, 2026Valter Hudovernik, Federico López, Vid Kocijan +4Relational Foundation ModelsRelational Deep Learning

  7. Few-Shot Personalized Age Estimation

    Apr 10, 2026Jakub Paplhám, Vojtěch Franc, Artem MorozFew-Shot Learning

    Department of Cybernetics, Faculty of Electrical Engineering, CTU in Prague · Czech Institute of Informatics, Robotics and Cybernetics, CTU in Prague

  8. Few-shot Writer Adaptation via Multimodal In-Context Learning

    Mar 31, 2026Tom Simon, Stephane Nicolas, Pierrick Tranouez +2Optical Character RecognitionFew-Shot Learning

    LITIS EA4108, University of Rouen Normandy, France · LITIS EA4108, INSA of Rouen Normandy, France

  9. Knowledge is Power: Advancing Few-shot Action Recognition with Multimodal Semantics from MLLMs

    Mar 27, 2026Jiazheng Xing, Chao Xu, Hangjie Yuan +4Few-Shot LearningMultimodal Learning

    College of Control Science and Engineering, Zhejiang University, Hangzhou, 310027, Zhejiang, China. · College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 310023, Zhejiang, China. · College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, 310027, Zhejiang, China. +1

  10. Few Shots Text to Image Retrieval: New Benchmarking Dataset and Optimization Methods

    Mar 26, 2026Ofer Idan, Vladi Vexler, Gil Lederman +3Vision-Language RetrievalFew-Shot Learning

    Huawei Tel-Aviv Research Center

  11. When Sensing Varies with Contexts: Context Probing for Tactile Few-Shot Class-Incremental Learning

    Mar 26, 2026Yifeng Lin, Aiping Huang, Wenxi Liu +4Class-Incremental LearningPrototype-Based Classification

    Fujian Key Laboratory for Intelligent Processing and Wireless Transmission of Media Information, College of Physics and Information Engineering, Fuzhou University, Fuzhou 350108, China

  12. Few-Shot Generative Model Adaption via Identity Injection and Preservation

    Mar 24, 2026Yeqi He, Liang Li, Jiehua Zhang +4Few-Shot Domain AdaptationFew-Shot Learning

    School of Cyberspace Security, Hangzhou Dianzi University, Hangzhou, China · Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China · School of Software Engineering, Xi’an Jiaotong University, Xi’an, China +3

  13. PLR: Plackett-Luce for Reordering In-Context Learning Examples

    Mar 22, 2026Pawel Batorski, Paul SwobodaIn-Context LearningFew-Shot Learning

    Heinrich Heine Universität Düsseldorf

  14. RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Construction

    Mar 19, 2026Xiucheng Wang, Zixuan Guo, Nan ChengRadio Propagation ModelingPhysics-Informed Diffusion Models

    State Key Laboratory of ISN and School of Telecommunications Engineering, Xidian University, Xi’an 710071, China · School of Physics, Xidian University, Xi’an 710071, China

  15. Interpretable Cross-Domain Few-Shot Learning with Rectified Target-Domain Local Alignment

    Mar 18, 2026Yaze Zhao, Yixiong Zou, Yuhua Li +1Few-Shot LearningFew-Shot Domain Adaptation

    School of Computer Science and Technology, Huazhong University of Science and Technology

  16. Continual Few-shot Adaptation for Synthetic Fingerprint Detection

    Mar 15, 2026Joseph Geo Benjamin, Anil K. Jain, Karthik NandakumarBiometric IdentificationFew-Shot Learning

    Michigan State University, East Lansing, MI, USA

  17. Noise-aware few-shot learning through bi-directional multi-view prompt alignment

    Mar 12, 2026Lu Niu, Cheng XueFew-Shot LearningVisual Prompt Learning

    Southeast University · AIIA, Ministry of Education, China

  18. Guided Prompt Evolution for Vision-Language Models Adaptation

    Mar 10, 2026Enming Zhang, Jiayang Li, Yanlong Wang +3VLM AdaptationFew-Shot Learning

    Tsinghua Shenzhen International Graduate School, Tsinghua University · Sun Yat-sen University · Chinese University of Hong Kong, Shenzhen

  19. Tactile Recognition of Both Shapes and Materials with Automatic Feature Optimization-Enabled Meta Learning

    Mar 9, 2026Hongliang Zhao, Wenhui Yang, Yang Chen +3Robotic Tactile SensingMeta-Learning

    School of Mechanical Engineering, Southeast University, Nanjing 211189, China. · State Key Laboratory of Autonomous Intelligent Unmanned Systems, Beijing Institute of Technology, Beijing, 10081, China · State Key Laboratory of Robotics and Systems, Harbin Institute of Technology, Harbin, 150001, China.

  20. MetaSort: An Accelerated Approach for Non-uniform Compression and Few-shot Classification of Neural Spike Waveforms

    Mar 8, 2026Luca M. Meyer, Majid ZamaniFew-Shot Learning

    School of Electronics and Computer Science (ECS), University of Southampton, Southampton SO17 1BJ, U.K.

  21. Mind the Discriminability Trap in Source-Free Cross-domain Few-shot Learning

    Mar 7, 2026Zhenyu Zhang, Yixiong Zou, Yuhua Li +2Few-Shot LearningVLM Adaptation

    School of Computer Science and Technology, Huazhong University of Science and Technology · National Key Laboratory for Multimedia Information Processing, Peking University

  22. Reclaiming Lost Text Layers for Source-Free Cross-Domain Few-Shot Learning

    Mar 5, 2026Zhenyu Zhang, Guangyao Chen, Yixiong Zou +2Few-Shot LearningFew-Shot Domain Adaptation

    School of Computer Science and Technology, Huazhong University of Science and Technology · National Key Laboratory for Multimedia Information Processing, Peking University

  23. SRasP: Self-Reorientation Adversarial Style Perturbation for Cross-Domain Few-Shot Learning

    Mar 5, 2026Wenqian Li, Pengfei Fang, Hui XueFew-Shot LearningCross-Domain Generalization

    the School of Computer Science and Engineering, Southeast University, Nanjing 210096, China · the Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, Nanjing 211189, China

  24. Hold-One-Shot-Out (HOSO) for Validation-Free Few-Shot CLIP Adapters

    Mar 4, 2026Chris Vorster, Mayug Maniparambil, Noel E. O'Connor +2VLM AdaptationFew-Shot Learning

    ML-Labs, Dublin City University, Dublin, Ireland

  25. A Baseline Study and Benchmark for Few-Shot Open-Set Action Recognition with Feature Residual Discrimination

    Mar 4, 2026Stefano Berti, Giulia Pasquale, Lorenzo NataleOpen-Set RecognitionFew-Shot Learning

    Humanoid Sensing and Perception, Istituto Italiano di Tecnologia, Genoa, Italy

  26. Directional Neural Collapse Explains Few-Shot Transfer in Self-Supervised Learning

    Mar 3, 2026Achleshwar Luthra, Yash Salunkhe, Tomer GalantiNeural CollapseTransfer Learning

    Department of Computer Science & Engineering, Texas A&M University.

  27. ROSER: Few-Shot Robotic Sequence Retrieval for Scalable Robot Learning

    Mar 2, 2026Zillur Rahman, Eddison Pham, Alejandro Daniel Noel +1Data-Efficient Robot LearningFew-Shot Learning

    University of Nevada, Las Vegas · University of Toronto · LatentWorlds AI, NL

  28. Quantum-Inspired Fine-Tuning for Few-Shot AIGC Detection via Phase-Structured Reparameterization

    Mar 2, 2026Kaiyang Xing, Han Fang, Zhaoyun Chen +4Parameter-Efficient Fine-TuningQuantum-Inspired ML

    Anhui University, Hefei, China · National University of Singapore, Singapore, Singapore · Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China +1

  29. Benchmarking Few-shot Transferability of Pre-trained Models with Improved Evaluation Protocols

    Feb 28, 2026Xu Luo, Ji Zhang, Lianli Gao +2Few-Shot LearningTransfer Learning

    University of Electronic Science and Technology of China, Chengdu, China. · Southwest Jiaotong University, Chengdu, China. · Tongji University, Shanghai, China.

  30. Evaluating Zero-Shot and One-Shot Adaptation of Small Language Models in Leader-Follower Interaction

    Feb 26, 2026Rafael R. Baptista, André de Lima Salgado, Ricardo V. Godoy +3Small Language ModelsClassification

    University of Sao Paulo, Brazil. · Federal University of Lavras, Brazil. · Faculdade Israelita de Ensino e Pesquisa Albert Einstein, Hospital Israelita Albert Einstein, Brazil.