← Learning Paradigms
Machine Learning › Learning Paradigms ›

Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation NIPS 2022
Graph Few-shot Learning with Task-specific Structures NIPS 2022
Few-Shot Pidgin Text Adaptation via Contrastive Fine-Tuning COLING 2022
Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages? COLING 2022
Pre-trained Token-replaced Detection Model as Few-shot Learner COLING 2022
SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition COLING 2022
COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition COLING 2022
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective COLING 2022
DESED: Dialogue-based Explanation for Sentence-level Event Detection COLING 2022
Dependency-aware Prototype Learning for Few-shot Relation Classification COLING 2022
MetaSLRCL: A Self-Adaptive Learning Rate and Curriculum Learning Based Framework for Few-Shot Text Classification COLING 2022
A Closer Look at Few-Shot Out-of-Distribution Intent Detection COLING 2022
Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-Shot Learning CVPR 2022
Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer CVPR 2022
Label, Verify, Correct: A Simple Few Shot Object Detection Method CVPR 2022
Graph-based Model Generation for Few-Shot Relation Extraction EMNLP 2022
Generalized Category Discovery CVPR 2022
Continual Few-shot Intent Detection COLING 2022
Few-Shot Semantic Parsing with Language Models Trained on Code NAACL 2022
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling NAACL 2022
AISFG: Abundant Information Slot Filling Generator NAACL 2022
Function-words Adaptively Enhanced Attention Networks for Few-Shot Inverse Relation Classification IJCAI 2022
Better Embedding and More Shots for Few-shot Learning IJCAI 2022
FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs IJCAI 2022
CATrans: Context and Affinity Transformer for Few-Shot Segmentation IJCAI 2022