Few-Shot Learning

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Period ending 2026-09-21

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

    Jul 13, 2026Huan ZhuUnified Inductive BiasRefinement

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

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

  3. HRO: Hierarchical Room-to-Object Framework for Zero-Shot Object Goal Navigation with Large Language Models

    Jul 12, 2026Luyuan Jia, Yinfeng YuVision-Language NavigationZero-Shot Inference

  4. Promptable Concept Segmentation from Above: Evaluating SAM 3's Zero-Shot and One-Shot Capabilities in Remote Sensing

    Jul 10, 2026Mohammad Dabaja, Turgay CelikFew-Shot SegmentationSegment Anything Model

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

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

  6. 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

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

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

  8. Shift & Drift: A Zero-Shot Benchmark for Generalizable and Robust Autonomous Driving Motion Planning

    Jul 8, 2026Alessandro Canevaro, Hang Yu, Julian Schmidt +5Autonomous Driving SimulationDistribution Shifts

  9. Generalist Vision-Language Models for Fast Radio Burst detection: a zero-shot benchmark against a specialized detector

    Jul 8, 2026Raiff H. Santos, Amilcar R. Queiroz, Tharcisyo S. S. Duarte +2Large Vision Language ModelsZero-Shot Benchmark

  10. HAJJv2-CrowdCount: Zero-Shot Benchmark for Dense Crowd Counting

    Jul 8, 2026Reem AlYabis, Fares AlTuwaim, AlJawharh AlOtaibi +1CountingHuman Activity Recognition

  11. Jet-Long: Efficient Long-Context Extension with Dynamic Bifocal RoPE

    Jul 8, 2026Haozhan Tang, Zerui Wang, Yuxian Gu +2Efficient Long-Context InferenceZero-Shot Inference

  12. Progressive Reasoning with Primitive Correction for Compositional Zero-Shot Learning

    Jul 7, 2026Ziyi Chen, Haoyan Shi, Sunhan Xu +1Zero-Shot InferenceCompositionality

  13. 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

  14. 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

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

    Jul 6, 2026Yoshiyuki OotaniTransformer ArchitecturesFew-Shot Learning

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

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

  17. CV-DCLR: Causal-Visual Dynamic Label Refinement for Robust Zero-Shot Learning

    Jul 1, 2026Can Wang, Jiangnan Li, Mingyu Li +4Visual SemanticsZero-Shot Inference

  18. AdaBoosting Text Prompts for Vision-Language Models

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

  19. DART: Difficulty-Adaptive Routing for Zero-Shot Video Temporal Grounding

    Jul 1, 2026Zhengbo Zhang, Mark He Huang, Zhigang Tu +1Video Temporal GroundingTemporal Grounding

  20. Learning to Compose: Revisiting Proxy Task Design for Zero-Shot Composed Image Retrieval

    Jul 1, 2026Jingjing Zhang, Lei Zhang, Zheren Fu +1Composed Image RetrievalLarge-Scale Image Generation

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

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

  22. ZEBRA: Zero-Shot Entropy-Regularized Prompt Learning for Base-to-Novel Generalization in Audio-Language Models

    Jun 30, 2026Asif Hanif, Mohammad YaqubLarge Audio Language ModelsZero-Shot Inference

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

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

  24. The Label Imitation Game: Turing Test Network for Zero-Shot Pseudo-Label Pruning

    Jun 29, 2026Brent A. Griffin, Jason J. CorsoZero-Shot InferenceModel Pretraining

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

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

  26. How LLMs See Creativity: Zero-Shot Scoring of Visual Creativity with Interpretable Reasoning

    Jun 29, 2026William Orwig, Roger E. BeatyCreativityZero-Shot Benchmark

  27. 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

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

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

  29. 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

  30. VoiceTTA: Enhancing Zero-Shot Text-to-Speech via Reinforcement Learning-Based Test-Time Adaptation

    Jun 25, 2026Tianxin Xie, Chenxing Li, Dong Yu +1Zero-Shot Text-To-SpeechZero-Shot Inference

  31. 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

  32. Extreme Meta-Classification for Large-Scale Zero-Shot Retrieval

    Jun 23, 2026Sachin Yadav, Deepak Saini, Anirudh Buvanesh +6Zero-Shot InferenceEncoders

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

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

  34. 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

  35. Lite Any Stereo V2: Faster and Stronger Efficient Zero-Shot Stereo Matching

    Jun 23, 2026Junpeng Jing, Ronglai Zuo, Zhelun Shen +5Stereo MatchingStereo Vision

  36. 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

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

    Jun 20, 2026Hao LiSpectraFew-Shot Learning

  38. Robust Zero-Shot Generalization for Open-Vocabulary Action Recognition via Task Arithmetic

    Jun 17, 2026Francesca Morandi, Omayma Moussadek, Federico Venturini +5Open-Vocabulary Action RecognitionZero-Shot Inference

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

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

  40. Beyond Templates: Revisiting Zero-Shot Remote Sensing through Meta-Prompting

    Jun 15, 2026Eirini Baltzi, Dionysis Christopoulos, Sotiris Spanos +2Remote SensingZero-Shot Inference

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

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

  42. 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

  43. 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

  44. 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

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

    Jun 12, 2026Arnav GuptaBinary ClassificationSaturation

  46. Zero-shot generalization of transformer neural operators to larger domains

    Jun 12, 2026Armand de Villeroché, Sibo Cheng, Vincent Le Guen +5Neural OperatorsTransformer Architectures

  47. Zero-Shot Captioning for Cultural Heritage: Automated Image Analysis of Traditional Indonesian Clothing

    Jun 11, 2026Anugrah Aidin Yotolembah, Novanto Yudistira, Gembong Edhi SetyawanFew-Shot Contrastive Language-Image Pre-Training AdaptationZero-Shot Inference

  48. GenHOI: Contact-Aware Humanoid-Object Interaction by Imitating Generated Videos without Task-Specific Training

    Jun 11, 2026Zhihai Bi, Qiang Zhang, Guoyang Zhao +8Articulated ObjectsLong Video Generation

  49. DepthMaster: Unified Monocular Depth Estimation for Perspective and Panoramic Images

    Jun 10, 2026Pengfei Wang, Shihao Wang, Liyi Chen +3Monocular Depth EstimationDepth Estimation

  50. Bridging the Morphology Gap: Adapting VLA Models to Dexterous Manipulation via Intent-Conditioned Fine-Tuning

    Jun 10, 2026Chuanke Pang, Junyi Huang, Zhijun Zhao +3Generalizable Robotic ManipulationsVision-Language-Action Models

  51. On Aligning Hierarchical Standardized Embedding for Audio-visual Generalized Zero-shot Learning

    Jun 10, 2026Zihan Zhang, Jie Hong, Siyuan Fan +2Audio LatentZero-Shot Inference

  52. Closing the Modality Gap in Zero-Shot HAR: Contrastive Training and Separability-Optimized Prototypes on IMU Data

    Jun 9, 2026Anik GhoshHuman Activity RecognitionZero-Shot Inference

  53. Drawing with Strangers: Population Scaling Drives Zero-Shot Mutual Intelligibility in Emergent Sketching

    Jun 9, 2026Jooyeon KimZero-Shot InferenceSketches

  54. 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

  55. Zero-Shot Learning in Industrial Scenarios: New Large-Scale Benchmark, Challenges and Baseline

    Jun 6, 2026Zekai Zhang, Qinghui Chen, Maomao Xiong +6Zero-Shot InferenceLarge Vision Language Models

  56. Pixel-TTS: Image based Text Rendering for Robust Text-to-Speech

    Jun 5, 2026Adarsh Arigala, Arjun Gangwar, S Umesh +1Zero-Shot Text-To-SpeechF5-Tts

  57. GP-Adapter: Gaussian Process CLIP-Adapter for Few-Shot Out-of-Distribution Detection

    Jun 5, 2026Taisei Saito, Koretaka Ogata, Takafumi HiroiOut-Of-Distribution DetectionFew-Shot Learning

  58. BayaHAR: Lightweight Bayesian Few-Shot User Adaptation for On-Device Personalized Human Activity Recognition

    Jun 3, 2026Maximilian Burzer, Till Riedel, Michael Beigl +1Human Activity RecognitionParameter-Efficient Adaptation

  59. SMADE-IE: Sparse Multi-Agent Framework with Evidence-Driven Debate for Zero-Shot Information Extraction

    Jun 3, 2026Kenfeng Huang, Yi Cai, Xin Wu +2Zero-Shot InferenceMulti-Agent Systems

  60. Multi-Granularity 3D Kidney Lesion Characterization from CT Volumes

    Jun 3, 2026Renjie Liang, Zhengkang Fan, Jinqian Pan +4Lesion SegmentationChronic Kidney Disease