Few-Shot Learning

Learning with Limited Text Data ACL 2022 Making Pretrained Language Models Good Long-tailed Learners EMNLP 2022 MatchPrompt: Prompt-based Open Relation Extraction with Semantic Consistency Guided Clustering EMNLP 2022 Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment AAAI 2022 MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning AAAI 2022 Meta-ticket: Finding optimal subnetworks for few-shot learning within randomly initialized neural networks NeurIPS 2022 MOMA-LRG: Language-Refined Graphs for Multi-Object Multi-Actor Activity Parsing NeurIPS 2022 Motion-Modulated Temporal Fragment Alignment Network for Few-Shot Action Recognition CVPR 2022 Multidimensional Belief Quantification for Label-Efficient Meta-Learning CVPR 2022 Multilingual Social Media Text Generation and Evaluation with Few-Shot Prompting EMNLP 2022 Neural Attentive Circuits NeurIPS 2022 Noisy Channel Language Model Prompting for Few-Shot Text Classification ACL 2022 N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking ACL 2022 On Measuring the Intrinsic Few-Shot Hardness of Datasets EMNLP 2022 On the Episodic Difficulty of Few-shot Learning ACML 2022 Pathologies of Pre-trained Language Models in Few-shot Fine-tuning ACL 2022 Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction AAAI 2022 Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling AAAI 2022 PPT: Pre-trained Prompt Tuning for Few-shot Learning ACL 2022 PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks ACL 2022 Prompt-and-Rerank: A Method for Zero-Shot and Few-Shot Arbitrary Textual Style Transfer with Small Language Models EMNLP 2022 Prompt-free and Efficient Few-shot Learning with Language Models ACL 2022 Prototypical Verbalizer for Prompt-based Few-shot Tuning ACL 2022 Prototypical VoteNet for Few-Shot 3D Point Cloud Object Detection NeurIPS 2022 Question Generation for Reading Comprehension Assessment by Modeling How and What to Ask ACL 2022