Few-Shot Learning

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  1. ClusterFewshot: Improving Few-shot Optimization for LLMs workflow

    Sep 22, 2026Omri Bar Haim, Shahar Katz, Lior WolfFew-Shot Learning

  2. Understanding Hyperspherical Geometry of ECAPA-TDNN Embedding and Its Impact on Zero-Shot Voice Conversion

    Sep 21, 2026Mathilde Abrassart, Nicolas Obin, Axel RoebelHyperbolic SpaceZero-Shot Inference

  3. 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

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

    Sep 17, 2026Benjamin KiesslingDeepseek-OcrHistory

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

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

  6. From Model Patterns to Abstract Semantics in Compositional Zero-Shot Learning

    Sep 14, 2026Weize Li, Zhicheng Zhao, Fei SuZero-Shot InferenceComposed Image Retrieval

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

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

  8. 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

  9. UniPart: Towards Zero-shot Language-Grounded 3D Part Segmentation for Embodied Interaction

    Sep 14, 2026Xinqiang Yu, Zekun qi, Jiawei He +63D Semantic SegmentationZero-Shot Inference

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

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

  11. An Efficient and Modular Framework for Targeted Harm Mitigation in LLMS

    Sep 12, 2026Roberto Campbell, Momin Abbass, Muneeza Azmat +5Large Language Model AlignmentLarge Language Model Safety

  12. Zero-shot rib design: merging training-free generative prior with topology optimization

    Sep 11, 2026Yongmin Kwon, Namwoo KangTopology OptimizationComputer-Aided Design

  13. 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

  14. 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

  15. A statistical approach to bias in zero-shot learning: the lens of handwriting recognition

    Sep 9, 2026Clarence Chew, Gim Siang Chia, Sukalpa Chanda +2Zero-Shot InferenceHandwritten Text Recognition

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

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

  17. OmniPoint: Universal Monocular Metric Pointcloud from Any Camera

    Sep 8, 2026Botao Ye, Marc Pollefeys, Ming-Hsuan Yang +1Camera IntrinsicsOmnix

  18. DPA: Decoupling Product-Agnostic Anomaly Representations for Zero-shot Anomaly Generation

    Sep 2, 2026Hang Yao, Yansheng Fu, Ming Liu +4Zero-Shot Anomaly DetectionAnomalous Frame Detection

  19. Triple-Bottom-Line Sustainability of Language Models for Edge AI: A Comparison Between SLMs and Quantized LLMs

    Sep 1, 2026Jainil Dharmil ShahLarge Language Model QuantizationSmall Language Models

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

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

  21. 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

  22. StrAD: A Streaming Method and Benchmark for Audio Description Generation for Long-form Videos

    Aug 12, 2026Julian Spravil, Sebastian Houben, Sven BehnkeJoint Audio-Video GenerationAudio

  23. 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

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

    Aug 11, 2026Gawon LimExtreme Class ImbalanceEnsemble

  25. Watching Synthetic Videos: Aligning Cross-modal Representations with Visual Synthesis for Zero-shot Video Captioning

    Aug 11, 2026Liangyu Fu, Junbo Wang, Yuke Li +3Text-To-Video ModelsVideo Captioning

  26. 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

  27. Zero-shot 2D Grounding with Novel Affordance Types

    Aug 9, 2026Haomeng Zhang, Raymond A. YehAffordancesVision-Language Model Grounding

  28. 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

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

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

  30. 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

  31. XEWorld: Can Action-Conditioned World Models Generalize to Unseen Robot Embodiments?

    Aug 6, 2026Yixiang Chen, Jiabing Yang, Yuan Xu +10Cross-Embodiment TransferEmbodiment

  32. 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

  33. MuRA: Multi-Rank Adaptation for Efficient and Effective Test-Time Vision-Language Generalization

    Aug 4, 2026Gengyuan Liu, Nanzhou Wang, Chang Liu +5Vision-Language Model AdaptationLow-Rank Adaptation

  34. AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding

    Aug 4, 2026Yuxiang Duan, Huining Li, Ao Li +6Video Anomaly UnderstandingFine-Grained Video Understanding

  35. SeCo-SBIR: Semantically Consistent Prompt Learning for Zero-Shot Sketch-Based Image Retrieval

    Aug 4, 2026Long Hoang Dang, Tuan Nguyen Huu, Nguyen Minh Hieu +1Composed Image RetrievalZero-Shot Inference

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

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

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

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

  38. Local Margin Restoration for Test-Time Adaptation of Vision-Language Models

    Aug 3, 2026Yan Huang, Guowei Wang, Xu Wang +2Vision-Language Model AdaptationZero-Shot Inference

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

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

  40. 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

  41. Entity-Faithful Repair of Synthetic Supervision for Zero-Shot Image Captioning

    Aug 2, 2026Zhiyue Liu, Wenkai Zhou, Jian Qin +1Video-Text AlignmentSynthetic Image Detection

  42. 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

  43. Counting the Cost of War Under Satellite Embargo: Zero-Shot Estimation of Impacted Infrastructure

    Jul 31, 2026Saleh Sakib Ahmed, M. Sohel RahmanPost-Disaster Damage AssessmentZero-Shot Benchmark

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

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

  45. Can Zero-Shot LLMs Predict Child Malnutrition? A Fairness and Temporal Robustness Study

    Jul 31, 2026Muhammad Ashad Kabir, Md Ahshanul HaqueZero-Shot InferenceClinical Prediction

  46. RAID: Towards Robust AI-Generated Image Detection with Bit-Reversed Images

    Jul 31, 2026Renxi Cheng, Jie Gui, Hongsong WangAi-Generated Image DetectionAdversarial Examples

  47. Selecting Open-Weight Language Models for Zero-Shot Intent Classification: A Systematic Evaluation of 41 Models

    Jul 29, 2026Parishruthi Ganesh, Gerry Dozier, Cheryl SealsZero-Shot BenchmarkNatural Language Datasets

  48. 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

  49. Improving Zero-Shot Phonetic Classification through Language-Agnostic Articulatory Features

    Jul 26, 2026Ryo Magoshi, Jaeyoung Lee, Shinsuke Sakai +1ArticulatoryZero-Shot Inference

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

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

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

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

  52. Reexamining zero-shot summarization: Empirical investigation of trustworthiness of LLM-summarizers

    Jul 23, 2026Vasudha Bhatnagar, Purnima Bindal, Vikas Kumar +1SummarizationZero-Shot Benchmark

  53. 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

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

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

  55. PRiSM: Prototype Regularization for Few-Shot VLMs

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

  56. CDIS: Cross-Dimensional Class-Agnostic 3D Instance Segmentation via 2D Mask Tracking and 3D-2D Projection Merging

    Jul 20, 2026Juno Kim, Hye-Jung Yoon, Yesol Park +13D Semantic SegmentationZero-Shot Inference

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

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

  58. Geometry-Enhanced Portion Estimation for Multimodal LLMs

    Jul 17, 2026Lin Liao, Peng LiZero-Shot BenchmarkMultimodal Learning

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

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

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

    Jul 13, 2026Huan ZhuUnified Inductive BiasRefinement