Few-Shot Learning

LM-Critic: Language Models for Unsupervised Grammatical Error Correction EMNLP 2021 Looking Wider for Better Adaptive Representation in Few-Shot Learning AAAI 2021 LTL2Action: Generalizing LTL Instructions for Multi-Task RL ICML 2021 Making Pre-trained Language Models Better Few-shot Learners ACL 2021 MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction EMNLP 2021 MEDA: Meta-Learning with Data Augmentation for Few-Shot Text Classification IJCAI 2021 Medically Aware GPT-3 as a Data Generator for Medical Dialogue Summarization NAACL 2021 MELR: Meta-Learning via Modeling Episode-Level Relationships for Few-Shot Learning ICLR 2021 Memory Efficient Meta-Learning with Large Images NeurIPS 2021 Mention Flags (MF): Constraining Transformer-based Text Generators ACL 2021 Meta-Attack: Class-Agnostic and Model-Agnostic Physical Adversarial Attack ICCV 2021 MetaHTR: Towards Writer-Adaptive Handwritten Text Recognition CVPR 2021 Meta Learning and Its Applications to Natural Language Processing ACL 2021 Meta-learning for Classifying Previously Unseen Data Source into Previously Unseen Emotional Categories ACL 2021 Meta-Learning for Few-Shot Named Entity Recognition ACL 2021 Meta-Mining Discriminative Samples for Kinship Verification CVPR 2021 Meta Navigator: Search for a Good Adaptation Policy for Few-Shot Learning ICCV 2021 MetaNorm: Learning to Normalize Few-Shot Batches Across Domains ICLR 2021 Meta Two-Sample Testing: Learning Kernels for Testing with Limited Data NeurIPS 2021 MFNP: A Meta-optimized Model for Few-shot Next POI Recommendation IJCAI 2021 MIMOSA: Multi-constraint Molecule Sampling for Molecule Optimization AAAI 2021 Mixture-Based Feature Space Learning for Few-Shot Image Classification ICCV 2021 Modeling the Probabilistic Distribution of Unlabeled Data for One-shot Medical Image Segmentation AAAI 2021 MonoRec: Semi-Supervised Dense Reconstruction in Dynamic Environments From a Single Moving Camera CVPR 2021 Morphable Detector for Object Detection on Demand ICCV 2021