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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

LAMM: Label Alignment for Multi-Modal Prompt Learning AAAI 2024
Simple Semantic-Aided Few-Shot Learning CVPR 2024
HAVE-FUN: Human Avatar Reconstruction from Few-Shot Unconstrained Images CVPR 2024
A One-Shot Learning Approach To Document Layout Segmentation of Ancient Arabic Manuscripts WACV 2024
Frozen Feature Augmentation for Few-Shot Image Classification CVPR 2024
Instance-based Max-margin for Practical Few-shot Recognition CVPR 2024
With a Little Help from Language: Semantic Enhanced Visual Prototype Framework for Few-Shot Learning IJCAI 2024
Low-Resource Cross-Lingual Summarization through Few-Shot Learning with Large Language Models ACL 2024
Few-shot Question Generation for Reading Comprehension ACL 2024
Large Language Models are Few-Shot Training Example Generators: A Case Study in Fallacy Recognition ACL 2024
Adversarial Learning for Multi-Lingual Entity Linking ACL 2024
Continual Few-shot Relation Extraction via Adaptive Gradient Correction and Knowledge Decomposition ACL 2024
TEII: Think, Explain, Interact and Iterate with Large Language Models to Solve Cross-lingual Emotion Detection ACL 2024
Pushing the Limits of Low-Resource NER Using LLM Artificial Data Generation ACL 2024
Se2: Sequential Example Selection for In-Context Learning ACL 2024
FastGAS: Fast Graph-based Annotation Selection for In-Context Learning ACL 2024
CoPL: Contextual Prompt Learning for Vision-Language Understanding AAAI 2024
AnomalyDiffusion: Few-Shot Anomaly Image Generation with Diffusion Model AAAI 2024
Boosting Few-Shot Learning via Attentive Feature Regularization AAAI 2024
Concept-Guided Prompt Learning for Generalization in Vision-Language Models AAAI 2024
Exploring Base-Class Suppression with Prior Guidance for Bias-Free One-Shot Object Detection AAAI 2024
Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024
Weakly Supervised Few-Shot Object Detection with DETR AAAI 2024
Designing Informative Metrics for Few-Shot Example Selection ACL 2024
SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation AAAI 2024