Few-Shot Learning

Cross-Task Generalization Abilities of Large Language Models NAACL 2024 CrossTune: Black-Box Few-Shot Classification with Label Enhancement COLING 2024 CSSWiki: A Chinese Sentence Simplification Dataset with Linguistic and Content Operations COLING 2024 CultureLLM: Incorporating Cultural Differences into Large Language Models NeurIPS 2024 D2R2: Diffusion-based Representation with Random Distance Matching for Tabular Few-shot Learning NeurIPS 2024 Data-Efficient Graph Learning AAAI 2024 DaVinci at SemEval-2024 Task 9: Few-shot prompting GPT-3.5 for Unconventional Reasoning SemEval 2024 DeakinNLP at BioLaySumm: Evaluating Fine-tuning Longformer and GPT-4 Prompting for Biomedical Lay Summarization ACL 2024 Deconstructing In-Context Learning: Understanding Prompts via Corruption COLING 2024 Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling AAAI 2024 DeepCalliFont: Few-Shot Chinese Calligraphy Font Synthesis by Integrating Dual-Modality Generative Models AAAI 2024 Deep Learning Based Named Entity Recognition Models for Recipes COLING 2024 DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning CVPR 2024 Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning IJCAI 2024 Democratizing Fine-grained Visual Recognition with Large Language Models ICLR 2024 Demo: Enhancing Wildlife Acoustic Data Annotation Efficiency through Transfer and Active Learning IJCAI 2024 Demonstration Selection Strategies for Numerical Time Series Data-to-Text EMNLP 2024 DeMuX: Data-efficient Multilingual Learning NAACL 2024 Demystifying Algorithmic Fairness in an Uncertain World AAAI 2024 Dendritic Integration Inspired Artificial Neural Networks Capture Data Correlation NeurIPS 2024 Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning CVPR 2024 Designing Informative Metrics for Few-Shot Example Selection ACL 2024 Detect Any Keypoints: An Efficient Light-Weight Few-Shot Keypoint Detector AAAI 2024 DGPN: A Dual Graph Prototypical Network for Few-Shot Speech Spoofing Algorithm Recognition Interspeech 2024 Dialogue for Prompting: A Policy-Gradient-Based Discrete Prompt Generation for Few-Shot Learning AAAI 2024