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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning AAAI 2022
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-training AAAI 2022
Search and Learn: Improving Semantic Coverage for Data-to-Text Generation AAAI 2022
Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract) AAAI 2022
Switch-GPT: An Effective Method for Constrained Text Generation under Few-Shot Settings (Student Abstract) AAAI 2022
Can Yes-No Question-Answering Models be Useful for Few-Shot Metaphor Detection? EMNLP 2022
IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach EMNLP 2022
Few-Shot Cross-Lingual Learning for Event Detection EMNLP 2022
What Makes Data-to-Text Generation Hard for Pretrained Language Models? EMNLP 2022
FLUID: Few-Shot Self-Supervised Image Deraining WACV 2022
Improving Compositional Generalization with Self-Training for Data-to-Text Generation ACL 2022
PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks ACL 2022
Noisy Channel Language Model Prompting for Few-Shot Text Classification ACL 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning ACL 2022
Prototypical Verbalizer for Prompt-based Few-shot Tuning ACL 2022
Few-Shot Font Generation by Learning Fine-Grained Local Styles CVPR 2022
Few-Shot Tabular Data Enrichment Using Fine-Tuned Transformer Architectures ACL 2022
Prompt-free and Efficient Few-shot Learning with Language Models ACL 2022
Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings ACL 2022
PPT: Pre-trained Prompt Tuning for Few-shot Learning ACL 2022
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation NIPS 2022
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning NIPS 2022
Learning with Limited Text Data ACL 2022
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification NIPS 2022
Towards Practical Few-shot Query Sets: Transductive Minimum Description Length Inference NIPS 2022