Few-Shot Learning

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Zero-Shot InferenceZero-Shot Benchmark

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Period ending 2026-09-21

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Period ending 2026-09-07

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117 papers

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  1. Training-Free Spectral Transductive Refinement for Cross-Domain Few-Shot Classification

    Sep 20, 2026Fahim Rahman, S. M. Tanjeeb Meheran Rohan, Md. Taimum Ibne Sayed +2Few-Shot Learning

  2. A Free Lunch? Adapting PP-OCRv6 for Historical Text Recognition

    Sep 17, 2026Benjamin KiesslingDeepseek-OcrHistory

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

    Sep 15, 2026Fengrui Liu, Ningxin Shen, Yi Li +3Speech SeparationFew-Shot Learning

  4. Robust Prototypical Networks for Few-Shot Sensor Fault Diagnosis

    Sep 14, 2026Mohammed Ayalew Belay, Amirshayan Haghipour, Pierluigi Salvo RossiFault DiagnosisFew-Shot Learning

  5. Hierarchical Belief Modeling for Zero-Shot Opponent Adaptation in Partially Observable Multi-Agent Navigation

    Sep 14, 2026Kowei Shih, Lu Cheng, Zeyu Wang +2Long-Horizon AgentsArtificial Intelligence Systems

  6. Solving Few-Shot Multiobjective Multitask Optimization via Iterative Sequential Transfer

    Sep 12, 2026Tingyang Wei, Haofeng Wu, Ananda Phan Iman +3Multi-Objective OptimizationTransfer Learning

  7. Meta-Learning for Data-Efficient Plant Growth Estimation via Vision Transformers and Fuzzy Clustering

    Sep 9, 2026Sheikh Hasan Elahi, Rusith Chamara Hathurusinghe Dewage, Habib Ullah +3Apple Tree Leaf Disease Segmentation DatasetFew-Shot Learning

  8. Learning to Adapt and Calibrate: Score Distribution Alignment for Few-Shot Uncertainty Prediction in Medical VLMs

    Sep 9, 2026Xuan Cuong Ngo, Ngan LeFew-Shot LearningConformal Inference

  9. ProMeta: Few-shot PROTAC-targeted degradation prediction across E3 ligases

    Sep 9, 2026Yuansheng Liu, Yufei Ye, Tao Tang +3Few-Shot Learning

  10. Whole-Slide Image Analysis under Realistic Few-Shot Annotation Protocols

    Aug 31, 2026Tiffanie Godelaine, Maxime Zanella, Karim El Khoury +2Whole-Slide ImagesFew-Shot Learning

  11. MAG: MAnifold Guided Semi-Supervised Multi-modal In-Context Learning

    Aug 13, 2026Zirui Cheng, Xun Xu, Tiankai Chen +7Multi-Modal Large Language ModelsRobust Multimodal Learning

  12. Few-Shot Ordinal Learning for Day-Wise Freshness Estimation with Hyperspectral Fish Images

    Aug 12, 2026Kazi Nabiul Alam, Pooneh Bagheri Zadeh, Akbar Sheikh-AkbariNon-Destructive Frying Oil Oxidation AssessmentHyperspectral Imaging

  13. CLEAR: Class-wise Expert Aggregation with Structured Sampling for Long-Tailed Classification

    Aug 11, 2026Gawon LimExtreme Class ImbalanceEnsemble

  14. Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning

    Aug 11, 2026Jongwon Park, Inhyo Lee, Junhyeong Lee +1Crystallographic Plane IndicesFew-Shot Learning

  15. When Does An Extra View Help? Adapting Single-View 3D Reconstruction with Extra Imagery

    Aug 8, 2026Y Huynh, Duc Thanh Nguyen, Thao Minh Le +13D ReconstructionMulti-View

  16. Dynamic Graph Prompting via Topology-Routed Mixed-Curvature Experts

    Aug 6, 2026Quanxin Wang, Xuanting Xie, Bingheng Li +4Zero-Shot Link PredictionFew-Shot Learning

  17. Bayesian adaptively-weighted ensembles for few-shot abdominal segmentation

    Aug 6, 2026Abbas Al-Sabbagh, Shalom F. Mushtaq, Tomás M. da Silva +7Medical Image SegmentationFew-Shot Learning

  18. ConceptADapt: Concept-guided Adaptive Feature Reconstruction with Dynamic Attention for Few-Shot Industrial Anomaly Detection

    Aug 6, 2026Yufei Li, Yicheng Ruan, Long Tian +2Zero-Shot Anomaly DetectionFew-Shot Learning

  19. FLARE: Few-shot Learning-based Adaptive Reflective Engine

    Aug 3, 2026Dhanasekar Sundararaman, Bharat Gandhi, Aashna Garg +1Few-Shot LearningPareto Frontier

  20. CRIP: Channel Level Representation Injection for Personalized One-Shot Federated Learning

    Aug 3, 2026Zijian Jiang, Chaoli Sun, Handing Wang +1Federated LearningHeterogeneity

  21. LAB-Tab: LLM-Augmented Bayesian Network Adaptation for Few-Shot Tabular Generation

    Aug 3, 2026Zijian Shen, Taijie Chen, Bin Zhou +2Synthetic Tabular DataTabular Data

  22. From Patches to Evidence Balls: Class-Conditioned Evidence Retrieval for Few-Shot Whole Slide Image Classification

    Aug 2, 2026Di Zhang, Li Zhang, Jiashuai Liu +9Whole-Slide ImagesFew-Shot Learning

  23. Versatile On-device Adaptation at the Edge by Unifying Few-shot, Zero-shot, Continual, and In-context Learning

    Jul 31, 2026Douwe den Blanken, Martin Lefebvre, Charlotte FrenkelFew-Shot LearningEdge

  24. Few-shot Deep Learning for Phase-Amplitude Aberration Correction in Transcranial Focused Ultrasound

    Jul 31, 2026Minju Seol, Minjee Seo, Seonaeng Cho +1UltrasoundTomography

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

    Jul 29, 2026Tianyan Deng, Yanxiong Li, Rui Gao +1Speech SeparationOpen-Set Recognition

  26. Retrieval-Based Cross-Domain Generalization in Optical Networks via Global Features

    Jul 24, 2026Ali Al Housseini, Carlos Natalino, Paolo Monti +1Cross-Domain GeneralizationOptical Networks

  27. Alleviating Regional Shortcuts for Few-Shot Class-Incremental Learning

    Jul 24, 2026Haichen Zhou, Yazhe Lyu, Yixiong Zou +2Domain Incremental LearningFew-Shot Learning

  28. AUCH-Net: Action Unit-Based Consistency-Aware Hypergraph Network for Cross-Domain Few-Shot Facial Expression Recognition

    Jul 23, 2026Xinhan Qiu, Yan Yan, Rui Zhu +2Facial Expression RecognitionOpen-Vocabulary Action Recognition

  29. In-Context Learning for Wound Classification with Small Multimodal Language Models

    Jul 21, 2026George Martvel, Oskar Gustafsson, John Pavia +1Multimodal Wound AnalysisFew-Shot Learning

  30. PRiSM: Prototype Regularization for Few-Shot VLMs

    Jul 20, 2026Ghassen Baklouti, Omprakash Chakraborty, Jose Dolz +1Few-Shot LearningLarge Vision Language Models

  31. User-Driven Learning from Demonstration: A Trajectory and Impedance Learning Method

    Jul 18, 2026Zi-Qi Yang, Mehrdad R. KermaniImpedance ControlTrajectory Prediction

  32. AdaPCLA: Adaptive Prior-Calibrated Logit Adjustment for Long-Tailed Longitudinal EHR Generation

    Jul 14, 2026Shuai Cui, Chen Wenxuan, Wenjie Du +3Electronic Health RecordsCovariate Shift

  33. Think Through a Bottleneck: Hourglass Reasoning for Rigorous Induction

    Jul 13, 2026Huan ZhuUnified Inductive BiasRefinement

  34. Compound Interference Recognition for LR-FHSS Satellite IoT Uplinks via Multi-Domain Instance Fusion

    Jul 13, 2026H. Xu, B. He, S. Wang +1SatelliteUltra-Wideband

  35. TCLA: Training-Free Class-wise Logit Adaptation for Medical Vision-Language Models

    Jul 10, 2026Tianyou Jiang, Ziyu ZhouVision-Language Model AdaptationMedical Vision-Language Models

  36. A Strong Balanced-Softmax Classifier-Retraining Baseline for Long-Tailed Recognition

    Jul 10, 2026Juan Terven, Diana Margarita Córdova Esparza, Julio Alejandro Romero Gonzalez +4Few-Shot LearningExtreme Class Imbalance

  37. SkillPlug: Unsupervised Skill Mining for Few-Shot Adaptation in Robotic Manipulation

    Jul 9, 2026Zi-han Ding, Ziwei WangHuman-To-Robot TransferMotion Imitation

  38. Few-Medoids: An Embarrassingly Simple Coreset Selection Method for Few-Shot Knowledge Distillation

    Jul 7, 2026Cemil-Andrei Dilmac, Florinel-Alin Croitoru, Radu Tudor IonescuGeometry-Aware Uncertainty CoresetsKnowledge Distillation

  39. RUFNet: Query-Guided Support Mask Refinement and Uncertainty Fusion based on Hybrid Mamba for Few-Shot Brain Tumor Segmentation

    Jul 6, 2026Dongyi He, Xiangkai Wang, Binbing Xu +5Brain Tumor SegmentationUncertainty-Aware Fusion

  40. Input Pathways Shape Few-Shot, Not Zero-Shot, Binding in Tiny Transformers: A Fully-Enumerable Study

    Jul 6, 2026Yoshiyuki OotaniTransformer ArchitecturesFew-Shot Learning

  41. Neuron-Aware Active Few-Shot Learning for LLMs

    Jul 2, 2026Zhuowei Chen, Liwei Chen, Christian Schunn +2Few-Shot LearningActive Learning

  42. AdaBoosting Text Prompts for Vision-Language Models

    Jul 1, 2026Seokhee Jin, Changhwan Sung, Sunung Mun +2Vision-Language Model AdaptationFew-Shot Learning

  43. Decompose, Compare, and Decide: Multimodal LLMs are Implicit Few-Shot Learners

    Jun 30, 2026Yunhan Wang, Eshika Khandelwal, Edson Araujo +3Few-Shot LearningImage Classification

  44. Can Tabular In-Context Learners Generalize to Biomolecular Property Prediction?

    Jun 30, 2026Davy Guan, Lu Zhang, Asiri Wijesinghe +7Molecular Property PredictionTabular Foundation Models

  45. Few-Shot Domain Incremental Learning via Continual Vision-Language Consolidation

    Jun 29, 2026Naeem Paeedeh, Mahardhika Pratama, Wolfgang Mayer +3Domain Incremental LearningVision-Language Model Adaptation

  46. Two-Stage Prompt Optimization for Few-Shot Relation Extraction: From Reasoning-Guided Search to Gradient-Guided Refinement

    Jun 28, 2026Aunabil Chakma, Mihai Surdeanu, Eduardo BlancoPrior Prompt Optimization TechniquesRelation Extraction

  47. LC-ICL: Label-Guided Contrastive In-Context Learning for Robust Information Extraction

    Jun 28, 2026Xiao You, Tianwei Yan, Shan ZhaoIn-Context LearningFew-Shot Learning

  48. Kalman Prototypical Networks for Few-shot Fault Detection in Combined Cycle Gas Turbines

    Jun 25, 2026Mohammed Ayalew Belay, Lucas Ferreira Bernardino, Adil Rasheed +2Gas Turbine CombustorFault Diagnosis

  49. Dual Distribution Estimation for Zero-shot Noisy Test-Time Adaptation with VLMs

    Jun 24, 2026Wenjie Zhu, Yabin Zhang, Liang Xu +3Out-Of-Distribution DetectionVision-Language Model Adaptation

  50. Adaptive Hebbian Memory Routing in Vision Transformers for Few-Shot Learning

    Jun 23, 2026Mohammed Yusuf Mujawar, Noorbakhsh Amiri GolilarzFew-Shot LearningSelf-Supervised Vision Transformers

  51. BioMedVR: Confusion-Aware Mixture-of-Prompt Experts for Biomedical Visual Reprogramming

    Jun 23, 2026Jiaxiang Liu, Tianxiang Hu, Juwei Guan +5Medical Vision-Language ModelsFew-Shot Learning

  52. Concept-Constrained Prompt Learning for Few-Shot CLIP Adaptation

    Jun 21, 2026Na Sang, Ding Ma, Rui Sang +1Few-Shot Contrastive Language-Image Pre-Training AdaptationFew-Shot Learning

  53. A Standard Processing Pipeline for High-accuracy Measurement of Few-shot Regression on Laser Induced Breakdown Spectroscopy

    Jun 20, 2026Hao LiSpectraFew-Shot Learning

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

    Jun 17, 2026Jaehyuk Jang, Kangwook Ko, Wonjun Lee +1Few-Shot LearningTuning

  55. Distribution Alignment for One-Shot Federated Learning via Optimal Transport

    Jun 15, 2026Daniele Berardini, Vito Paolo Pastore, Vittorio MurinoFederated LearningFew-Shot Learning

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

    Jun 14, 2026Hyebin Cho, Jaehyuk Jang, Changick Kim +1Audio EncodersSpeech Separation

  57. Distilling Examples into Task Instructions: Enhanced In-Context Learning for Real-World B2B Conversations

    Jun 14, 2026Guy Rotman, Adi Kopilov, Danit Berger Zalmanson +1In-Context LearningFew-Shot Learning

  58. From Frames to Temporal Graphs: In-Context Egocentric Action Recognition with Vision-Language Models

    Jun 13, 2026Bessie Dominguez-Dager, Francisco Gomez-Donoso, Miguel Cazorla +3Open-Vocabulary Action RecognitionEgocentric Video

  59. The Geometry of Saturation: Effective Rank Predicts When Labels Stop Helping in Few-Shot Classification

    Jun 12, 2026Arnav GuptaBinary ClassificationSaturation

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

    Jun 8, 2026Yanxiong Li, Guoqing Chen, Qianqian Li +1Domain Incremental LearningFew-Shot Learning