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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation ACL 2021
Few-Shot Question Answering by Pretraining Span Selection ACL 2021
Few-NERD: A Few-shot Named Entity Recognition Dataset ACL 2021
TextSETTR: Few-Shot Text Style Extraction and Tunable Targeted Restyling ACL 2021
AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts EMNLP 2020
ALICE: Active Learning with Contrastive Natural Language Explanations EMNLP 2020
Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models EMNLP 2020
Composed Variational Natural Language Generation for Few-shot Intents EMNLP 2020
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks EMNLP 2020
Investigating Novel Verb Learning in BERT: Selectional Preference Classes and Alternation-Based Syntactic Generalization EMNLP 2020
Something-Else: Compositional Action Recognition With Spatial-Temporal Interaction Networks CVPR 2020
FGN: Fully Guided Network for Few-Shot Instance Segmentation CVPR 2020
Few-Shot Pill Recognition CVPR 2020
Adversarial Feature Hallucination Networks for Few-Shot Learning CVPR 2020
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation CVPR 2020
Semi-Supervised Learning for Few-Shot Image-to-Image Translation CVPR 2020
METAL: Minimum Effort Temporal Activity Localization in Untrimmed Videos CVPR 2020
Multi-Domain Learning for Accurate and Few-Shot Color Constancy CVPR 2020
Few-Cost Salient Object Detection with Adversarial-Paced Learning NIPS 2020
MATE: Plugging in Model Awareness to Task Embedding for Meta Learning NIPS 2020
Self-Supervised Few-Shot Learning on Point Clouds NIPS 2020
Few-shot Image Generation with Elastic Weight Consolidation NIPS 2020
FET-GAN: Font and Effect Transfer via K-shot Adaptive Instance Normalization AAAI 2020
Few-Shot Knowledge Graph Completion AAAI 2020
Graph Few-Shot Learning via Knowledge Transfer AAAI 2020