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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT

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

Data-Efficient 3D Visual Grounding via Order-Aware Referring WACV 2025
UCS-SQL: Uniting Content and Structure for Enhanced Semantic Bridging In Text-to-SQL ACL 2025
Selecting Demonstrations for Many-Shot In-Context Learning via Gradient Matching ACL 2025
Cross-Domain Multi-Modal Few-Shot Object Detection via Rich Text WACV 2025
AnomalyDINO: Boosting Patch-Based Few-Shot Anomaly Detection with DINOv2 WACV 2025
Logits DeConfusion with CLIP for Few-Shot Learning CVPR 2025
Mitigating Label Length Bias in Large Language Models IJCNLP 2025
Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning CVPR 2025
Text Augmented Correlation Transformer For Few-shot Classification & Segmentation CVPR 2025
IRUEX: A Study on Large Language Models Problem-Solving Skills in Iran’s University Entrance Exam COLING 2025
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset ACL 2025
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud WACV 2025
Yo'Chameleon: Personalized Vision and Language Generation CVPR 2025
Reproducible Vision-Language Models Meet Concepts Out of Pre-Training CVPR 2025
DiffCLIP: Few-shot Language-driven Multimodal Classifier AAAI 2025
Holistic Semantic Representation for Navigational Trajectory Generation AAAI 2025
UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection CVPR 2025
HyperNVD: Accelerating Neural Video Decomposition via Hypernetworks CVPR 2025
DS2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis ACL 2025
TriLLaMa at CQs-Gen 2025: A Two-Stage LLM-Based System for Critical Question Generation ACL 2025
EERPD: Leveraging Emotion and Emotion Regulation for Improving Personality Detection COLING 2025
Customizing In-context Learning for Dynamic Interest Adaption in LLM-based Recommendation ACL 2025
Zero-shot and Few-shot Learning with Instruction-following LLMs for Claim Matching in Automated Fact-checking COLING 2025
Enhancing Vision-Language Few-Shot Adaptation with Negative Learning WACV 2025
Active Few-Shot Learning for Text Classification NAACL 2025