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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Rethinking the Correlation in Few-Shot Segmentation: A Buoys View CVPR 2023
LLM-powered Data Augmentation for Enhanced Cross-lingual Performance EMNLP 2023
From Wrong To Right: A Recursive Approach Towards Vision-Language Explanation EMNLP 2023
Enhancing Low-resource Fine-grained Named Entity Recognition by Leveraging Coarse-grained Datasets EMNLP 2023
Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models EMNLP 2023
Low-Resource Comparative Opinion Quintuple Extraction by Data Augmentation with Prompting EMNLP 2023
APP: Adaptive Prototypical Pseudo-Labeling for Few-shot OOD Detection EMNLP 2023
ClusterPrompt: Cluster Semantic Enhanced Prompt Learning for New Intent Discovery EMNLP 2023
Improving Few-Shot Generalization by Exploring and Exploiting Auxiliary Data NIPS 2023
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation NIPS 2023
ProtoDiff: Learning to Learn Prototypical Networks by Task-Guided Diffusion NIPS 2023
DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation NIPS 2023
SIDLR: Slot and Intent Detection Models for Low-Resource Language Varieties EACL 2023
Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes COLING 2022
Improving In-Context Few-Shot Learning via Self-Supervised Training NAACL 2022
Learning To Retrieve Prompts for In-Context Learning NAACL 2022
DEGREE: A Data-Efficient Generation-Based Event Extraction Model NAACL 2022
Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization NAACL 2022
Sentence-aware Adversarial Meta-Learning for Few-Shot Text Classification COLING 2022
MaskSplit: Self-Supervised Meta-Learning for Few-Shot Semantic Segmentation WACV 2022
PICA: Point-Wise Instance and Centroid Alignment Based Few-Shot Domain Adaptive Object Detection With Loose Annotations WACV 2022
SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning WACV 2022
Skeleton-DML: Deep Metric Learning for Skeleton-Based One-Shot Action Recognition WACV 2022
Few-Shot Weakly-Supervised Object Detection via Directional Statistics WACV 2022
What Makes for Effective Few-Shot Point Cloud Classification? WACV 2022