Few-Shot Learning

PuzzLing Machines: A Challenge on Learning From Small Data ACL 2020 Reed at SemEval-2020 Task 9: Fine-Tuning and Bag-of-Words Approaches to Code-Mixed Sentiment Analysis SemEval 2020 Re-solve it: simulating the acquisition of core semantic competences from small data CoNLL 2020 Resource Constrained Dialog Policy Learning Via Differentiable Inductive Logic Programming COLING 2020 Revisiting Pose-Normalization for Fine-Grained Few-Shot Recognition CVPR 2020 Robust Data Programming with Precision-guided Labeling Functions AAAI 2020 Scientific Keyphrase Identification and Classification by Pre-Trained Language Models Intermediate Task Transfer Learning COLING 2020 Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks EMNLP 2020 Self-Supervised Tuning for Few-Shot Segmentation IJCAI 2020 Semi-Supervised Learning for Few-Shot Image-to-Image Translation CVPR 2020 Shaping Visual Representations with Language for Few-Shot Classification ACL 2020 Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data CVPR 2020 Spoken Content and Voice Factorization for Few-Shot Speaker Adaptation Interspeech 2020 Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models EMNLP 2020 Synthetic Examples Improve Generalization for Rare Classes WACV 2020 The ADAPT System Description for the WMT20 News Translation Task EMNLP 2020 The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT EMNLP 2020 Tracking by Instance Detection: A Meta-Learning Approach CVPR 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 UCF-STAR: A Large Scale Still Image Dataset for Understanding Human Actions AAAI 2020 Uncertainty-aware Self-training for Few-shot Text Classification NeurIPS 2020 Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start EMNLP 2020 Unsupervised Representation Learning for Gaze Estimation CVPR 2020