few-shot learning

Direct Multimodal Few-Shot Learning of Speech and Images Interspeech 2021 Discrete and Soft Prompting for Multilingual Models EMNLP 2021 Disentangling 3D Prototypical Networks for Few-Shot Concept Learning ICLR 2021 Distinct Label Representations for Few-Shot Text Classification ACL 2021 Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP EMNLP 2021 Does Head Label Help for Long-Tailed Multi-Label Text Classification AAAI 2021 DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples NeurIPS 2021 DreamDrug - A crowdsourced NER dataset for detecting drugs in darknet markets EMNLP 2021 DReCa: A General Task Augmentation Strategy for Few-Shot Natural Language Inference NAACL 2021 Dynabench: Rethinking Benchmarking in NLP NAACL 2021 Dynamic Class Queue for Large Scale Face Recognition in the Wild CVPR 2021 Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data NeurIPS 2021 ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-Shot Learning CVPR 2021 Effective Abstract Reasoning with Dual-Contrast Network ICLR 2021 Effective Distant Supervision for Temporal Relation Extraction EACL 2021 Effective Meta-Regularization by Kernelized Proximal Regularization NeurIPS 2021 Effectiveness of Pre-training for Few-shot Intent Classification EMNLP 2021 Efficient Contrastive Learning via Novel Data Augmentation and Curriculum Learning EMNLP 2021 El Volumen Louder Por Favor: Code-switching in Task-oriented Semantic Parsing EACL 2021 Energy-Based Learning for Scene Graph Generation CVPR 2021 ESC: Redesigning WSD with Extractive Sense Comprehension NAACL 2021 Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis NAACL 2021 EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization NeurIPS 2021 Example-Driven Intent Prediction with Observers NAACL 2021 Exploiting Cloze-Questions for Few-Shot Text Classification and Natural Language Inference EACL 2021