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few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

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
Robust High-Dimensional Classification From Few Positive Examples IJCAI 2022
Learning to Generate Image Source-Agnostic Universal Adversarial Perturbations IJCAI 2022
Prompting Decision Transformer for Few-Shot Policy Generalization ICML 2022
Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution ICML 2022
A Modern Self-Referential Weight Matrix That Learns to Modify Itself ICML 2022
CINS: Comprehensive Instruction for Few-Shot Learning in Task-Oriented Dialog Systems AAAI 2022
MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning AAAI 2022
Learngene: From Open-World to Your Learning Task AAAI 2022