few-shot learning

Synthetic Examples Improve Generalization for Rare Classes WACV 2020 TableGPT: Few-shot Table-to-Text Generation with Table Structure Reconstruction and Content Matching COLING 2020 Task-Aware Representation of Sentences for Generic Text Classification COLING 2020 Task-Robust Model-Agnostic Meta-Learning NeurIPS 2020 The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT EMNLP 2020 TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue EMNLP 2020 Towards Fast Adaptation of Neural Architectures with Meta Learning ICLR 2020 Towards Low-Resource Semi-Supervised Dialogue Generation with Meta-Learning EMNLP 2020 Transductive Relation-Propagation Network for Few-shot Learning IJCAI 2020 TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning CVPR 2020 Turning 30: New Ideas in Inductive Logic Programming IJCAI 2020 Uncertainty in Model-Agnostic Meta-Learning using Variational Inference WACV 2020 Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start EMNLP 2020 Unraveling Meta-Learning: Understanding Feature Representations for Few-Shot Tasks ICML 2020 Unsupervised Representation Learning for Gaze Estimation CVPR 2020 Unsupervised vs. Transfer Learning for Multimodal One-Shot Matching of Speech and Images Interspeech 2020 Use the Force, Luke! Learning to Predict Physical Forces by Simulating Effects CVPR 2020 Variational Metric Scaling for Metric-Based Meta-Learning AAAI 2020 VoiceID on the Fly: A Speaker Recognition System that Learns from Scratch Interspeech 2020 When Low Resource NLP Meets Unsupervised Language Model: Meta-Pretraining then Meta-Learning for Few-Shot Text Classification (Student Abstract) AAAI 2020 Word Frequency Does Not Predict Grammatical Knowledge in Language Models EMNLP 2020 XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning ICML 2020 A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification EMNLP 2019 ACMM: Aligned Cross-Modal Memory for Few-Shot Image and Sentence Matching ICCV 2019 Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations EMNLP 2019