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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

An Investigation of Few-Shot Learning in Spoken Term Classification INTERSPEECH 2020
Bi-Level Speaker Supervision for One-Shot Speech Synthesis INTERSPEECH 2020
Meta-Learning with Shared Amortized Variational Inference ICML 2020
Few-Shot Learning of Video Action Recognition Only Based on Video Contents WACV 2020
Laplacian Regularized Few-Shot Learning ICML 2020
Lite Training Strategies for Portuguese-English and English-Portuguese Translation EMNLP 2020
Re-solve it: simulating the acquisition of core semantic competences from small data CONLL 2020
Information Seeking in the Spirit of Learning: A Dataset for Conversational Curiosity EMNLP 2020
Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start EMNLP 2020
Few-shot Natural Language Generation for Task-Oriented Dialog EMNLP 2020
Few-Shot Multi-Hop Relation Reasoning over Knowledge Bases EMNLP 2020
Dynamic Semantic Matching and Aggregation Network for Few-shot Intent Detection EMNLP 2020
Do We Need to Create Big Datasets to Learn a Task? EMNLP 2020
Inflated Episodic Memory With Region Self-Attention for Long-Tailed Visual Recognition CVPR 2020
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation CVPR 2020
DLWL: Improving Detection for Lowshot Classes With Weakly Labelled Data CVPR 2020
MetaIQA: Deep Meta-Learning for No-Reference Image Quality Assessment CVPR 2020
Incremental Few-Shot Object Detection CVPR 2020
Boosting Few-Shot Learning With Adaptive Margin Loss CVPR 2020
Modality-Transferable Emotion Embeddings for Low-Resource Multimodal Emotion Recognition AACL 2020
A deep learning approach to segmentation of the developing cortex in fetal brain MRI with minimal manual labeling MIDL 2020
METAL: Minimum Effort Temporal Activity Localization in Untrimmed Videos CVPR 2020
Learning to Select Base Classes for Few-Shot Classification CVPR 2020
Semi-Supervised Learning for Few-Shot Image-to-Image Translation CVPR 2020
Adaptive Subspaces for Few-Shot Learning CVPR 2020