Few-Shot Learning

Concept-Guided Prompt Learning for Generalization in Vision-Language Models AAAI 2024 Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge Graphs EMNLP 2024 Continual Few-shot Relation Extraction via Adaptive Gradient Correction and Knowledge Decomposition ACL 2024 Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation ACL 2024 CoPL: Contextual Prompt Learning for Vision-Language Understanding AAAI 2024 Cost-Efficient Subjective Task Annotation and Modeling through Few-Shot Annotator Adaptation EMNLP 2024 Cross-Layer and Cross-Sample Feature Optimization Network for Few-Shot Fine-Grained Image Classification AAAI 2024 Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024 Data-Efficient Graph Learning AAAI 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 Designing Informative Metrics for Few-Shot Example Selection ACL 2024 Detect Any Keypoints: An Efficient Light-Weight Few-Shot Keypoint Detector AAAI 2024 Dialogue for Prompting: A Policy-Gradient-Based Discrete Prompt Generation for Few-Shot Learning AAAI 2024 Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation CVPR 2024 Dude: Dual Distribution-Aware Context Prompt Learning For Large Vision-Language Model ACML 2024 Exploring Base-Class Suppression with Prior Guidance for Bias-Free One-Shot Object Detection AAAI 2024 Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning Through Trap Problems EMNLP 2024 FastGAS: Fast Graph-based Annotation Selection for In-Context Learning ACL 2024 Fewer is More: Boosting Math Reasoning with Reinforced Context Pruning EMNLP 2024 Few-Shot Diffusion Models Escape the Curse of Dimensionality NeurIPS 2024 Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI AAAI 2024 Few-Shot Neural Radiance Fields under Unconstrained Illumination AAAI 2024 Few-shot Prompting for Pairwise Ranking: An Effective Non-Parametric Retrieval Model EMNLP 2024 Few-shot Question Generation for Reading Comprehension ACL 2024