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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

iFS-RCNN: An Incremental Few-Shot Instance Segmenter CVPR 2022
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning CVPR 2022
Semi-Supervised Few-Shot Learning via Multi-Factor Clustering CVPR 2022
Cross-Domain Few-Shot Learning With Task-Specific Adapters CVPR 2022
What Matters for Meta-Learning Vision Regression Tasks? CVPR 2022
Few-Shot Learning With Noisy Labels CVPR 2022
Semantic-Aligned Fusion Transformer for One-Shot Object Detection CVPR 2022
Spatio-Temporal Relation Modeling for Few-Shot Action Recognition CVPR 2022
XMP-Font: Self-Supervised Cross-Modality Pre-Training for Few-Shot Font Generation CVPR 2022
Learning Non-Target Knowledge for Few-Shot Semantic Segmentation CVPR 2022
Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity Recognition EMNLP 2022
Contrastive Demonstration Tuning for Pre-trained Language Models EMNLP 2022
CINS: Comprehensive Instruction for Few-Shot Learning in Task-Oriented Dialog Systems AAAI 2022
Learngene: From Open-World to Your Learning Task AAAI 2022
Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling AAAI 2022
A Closer Look at Prototype Classifier for Few-shot Image Classification NIPS 2022
TA2N: Two-Stage Action Alignment Network for Few-Shot Action Recognition AAAI 2022
Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract) AAAI 2022
Interactive Symbol Grounding with Complex Referential Expressions NAACL 2022
Show, Don’t Tell: Demonstrations Outperform Descriptions for Schema-Guided Task-Oriented Dialogue NAACL 2022
Compositional Task-Oriented Parsing as Abstractive Question Answering NAACL 2022
Imagination-Augmented Natural Language Understanding NAACL 2022
UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis NAACL 2022
MetaICL: Learning to Learn In Context NAACL 2022
Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models NAACL 2022