Few-Shot Learning

Long-Tail Recognition via Compositional Knowledge Transfer CVPR 2022 Low-Resource Adaptation for Personalized Co-Speech Gesture Generation CVPR 2022 Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation NeurIPS 2022 Masked Feature Generation Network for Few-Shot Learning IJCAI 2022 Mask Matching Transformer for Few-Shot Segmentation NeurIPS 2022 MaskSplit: Self-Supervised Meta-Learning for Few-Shot Semantic Segmentation WACV 2022 Meet Your Favorite Character: Open-domain Chatbot Mimicking Fictional Characters with only a Few Utterances NAACL 2022 Meta-Adapters: Parameter Efficient Few-shot Fine-tuning through Meta-Learning AutoML 2022 MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning CVPR 2022 MetaICL: Learning to Learn In Context NAACL 2022 Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks EMNLP 2022 Meta-Learning with Self-Improving Momentum Target NeurIPS 2022 MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning AAAI 2022 MetaPrompting: Learning to Learn Better Prompts COLING 2022 Meta Propagation Networks for Graph Few-shot Semi-supervised Learning AAAI 2022 MetaSLRCL: A Self-Adaptive Learning Rate and Curriculum Learning Based Framework for Few-Shot Text Classification COLING 2022 MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification NAACL 2022 Minimally-Supervised Relation Induction from Pre-trained Language Model NAACL 2022 Modeling Image Composition for Complex Scene Generation CVPR 2022 MT-Speech at SemEval-2022 Task 10: Incorporating Data Augmentation and Auxiliary Task with Cross-Lingual Pretrained Language Model for Structured Sentiment Analysis SemEval 2022 Multidimensional Belief Quantification for Label-Efficient Meta-Learning CVPR 2022 Multilingual Relation Classification via Efficient and Effective Prompting EMNLP 2022 Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval EMNLP 2022 Natural Language to Code Translation with Execution EMNLP 2022 Noisy Channel Language Model Prompting for Few-Shot Text Classification ACL 2022