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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

Grounded Language-Image Pre-Training CVPR 2022
Multidimensional Belief Quantification for Label-Efficient Meta-Learning CVPR 2022
Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation CVPR 2022
Forward Compatible Few-Shot Class-Incremental Learning CVPR 2022
Uni-Perceiver: Pre-Training Unified Architecture for Generic Perception for Zero-Shot and Few-Shot Tasks CVPR 2022
Graph-based Model Generation for Few-Shot Relation Extraction EMNLP 2022
Visual Prompt Tuning for Few-Shot Text Classification COLING 2022
UECA-Prompt: Universal Prompt for Emotion Cause Analysis COLING 2022
TEAM UFAL @ CreativeSumm 2022: BART and SamSum based few-shot approach for creative Summarization COLING 2022
Rethinking Task Sampling for Few-shot Vision-Language Transfer Learning COLING 2022
Few-Shot Object Detection With Fully Cross-Transformer CVPR 2022
AdBERT: An Effective Few Shot Learning Framework for Aligning Tweets to Superbowl Advertisements COLING 2022
Which Images To Label for Few-Shot Medical Landmark Detection? CVPR 2022
Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-Shot Learning CVPR 2022
Selective Token Generation for Few-shot Natural Language Generation COLING 2022
Prompt-based Text Entailment for Low-Resource Named Entity Recognition COLING 2022
DRK: Discriminative Rule-based Knowledge for Relieving Prediction Confusions in Few-shot Relation Extraction COLING 2022
Few-Shot Learning on Graphs IJCAI 2022
LiST: Lite Prompted Self-training Makes Parameter-efficient Few-shot Learners NAACL 2022
Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning NAACL 2022
Few-shot Learning for Sumerian Named Entity Recognition NAACL 2022
How to Translate Your Samples and Choose Your Shots? Analyzing Translate-train & Few-shot Cross-lingual Transfer NAACL 2022
JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot Learning NAACL 2022
Information Augmentation for Few-shot Node Classification IJCAI 2022
Function-words Adaptively Enhanced Attention Networks for Few-Shot Inverse Relation Classification IJCAI 2022