Few-Shot Learning

Your Dissimilarities Define You: Complementary Learning Exploiting Class Diversities CVPR 2026 3D Prior Is All You Need: Cross-Task Few-shot 2D Gaze Estimation CVPR 2025 Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models AAAI 2025 Adversity-aware Few-shot Named Entity Recognition via Augmentation Learning AAAI 2025 AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Feature Space-Guided Inversion AAAI 2025 A Perspective on LLM Data Generation with Few-shot Examples: from Intent to Kubernetes Manifest ACL 2025 ArtEditor: Learning Customized Instructional Image Editor from Few-Shot Examples ICCV 2025 A Similarity Paradigm Through Textual Regularization Without Forgetting AAAI 2025 ATLANTIS at SemEval-2025 Task 3 : Detecting Hallucinated Text Spans in Question Answering SemEval 2025 Attribute-formed Class-specific Concept Space: Endowing Language Bottleneck Model with Better Interpretability and Scalability CVPR 2025 Audiobox TTA-RAG: Improving Zero-Shot and Few-Shot Text-To-Audio with Retrieval-Augmented Generation Interspeech 2025 Automated Evidence Extraction and Scoring for Corporate Climate Policy Engagement: A Multilingual RAG Approach EMNLP 2025 BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models CVPR 2025 Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision? ACL 2025 Classifier-Augmented Generation for Structured Workflow Prediction EMNLP 2025 Classifying Unreliable Narrators with Large Language Models ACL 2025 ClimateEval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change ACL 2025 Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025 Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance EMNLP 2025 Concept Replacer: Replacing Sensitive Concepts in Diffusion Models via Precision Localization CVPR 2025 Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot Learning IJCAI 2025 Cross-Modal Few-Shot Learning with Second-Order Neural Ordinary Differential Equations AAAI 2025 Data-Efficient Hate Speech Detection via Cross-Lingual Nearest Neighbor Retrieval with Limited Labeled Data EMNLP 2025 Detecting Hallucinations in Scientific Claims by Combining Prompting Strategies and Internal State Classification ACL 2025 DiffCLIP: Few-shot Language-driven Multimodal Classifier AAAI 2025