few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Can LLMs Directly Retrieve Passages for Answering Questions from Qur’an? EMNLP 2025

Drift: Decoding-time Personalized Alignments with Implicit User Preferences EMNLP 2025

Benchmarking Large Language Models for Cryptanalysis and Side-Channel Vulnerabilities EMNLP 2025

Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model CVPR 2025

AdMiT: Adaptive Multi-Source Tuning in Dynamic Environments CVPR 2025

Adaptive Parameter Selection for Tuning Vision-Language Models CVPR 2025

FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification CVPR 2025

Unified Medical Lesion Segmentation via Self-referring Indicator CVPR 2025

Few-shot Implicit Function Generation via Equivariance CVPR 2025

MMRL: Multi-Modal Representation Learning for Vision-Language Models CVPR 2025

Embracing Collaboration Over Competition: Condensing Multiple Prompts for Visual In-Context Learning CVPR 2025

Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification CVPR 2025

A3: Few-shot Prompt Learning of Unlearnable Examples with Cross-Modal Adversarial Feature Alignment CVPR 2025

UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning CVPR 2025

UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection CVPR 2025

SAMora: Enhancing SAM through Hierarchical Self-Supervised Pre-Training for Medical Images ICCV 2025

FrugalNeRF: Fast Convergence for Extreme Few-shot Novel View Synthesis without Learned Priors CVPR 2025

OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP CVPR 2025

Reproducible Vision-Language Models Meet Concepts Out of Pre-Training CVPR 2025

Teaching VLMs to Localize Specific Objects from In-context Examples ICCV 2025

Doodle Your Keypoints: Sketch-Based Few-Shot Keypoint Detection ICCV 2025

Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features ICCV 2025

Lark: Low-Rank Updates After Knowledge Localization for Few-shot Class-Incremental Learning ICCV 2025

Self-Ensembling Gaussian Splatting for Few-Shot Novel View Synthesis ICCV 2025

ReMP-AD: Retrieval-enhanced Multi-modal Prompt Fusion for Few-Shot Industrial Visual Anomaly Detection ICCV 2025