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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

Neural Snowball for Few-Shot Relation Learning AAAI 2020
Feature Deformation Meta-Networks in Image Captioning of Novel Objects AAAI 2020
Diversity Transfer Network for Few-Shot Learning AAAI 2020
MarioNETte: Few-Shot Face Reenactment Preserving Identity of Unseen Targets AAAI 2020
SGAP-Net: Semantic-Guided Attentive Prototypes Network for Few-Shot Human-Object Interaction Recognition AAAI 2020
TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning CVPR 2020
Dynamic Refinement Network for Oriented and Densely Packed Object Detection CVPR 2020
A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings EMNLP 2020
Efficient Intent Detection with Dual Sentence Encoders ACL 2020
A Two-Stage Masked LM Method for Term Set Expansion ACL 2020
Dynamic Memory Induction Networks for Few-Shot Text Classification ACL 2020
Few-Shot NLG with Pre-Trained Language Model ACL 2020
From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap ACL 2020
Multi-Channel Convolutional Neural Networks with Adversarial Training for Few-Shot Relation Classification (Student Abstract) AAAI 2020
One-Shot Learning for Long-Tail Visual Relation Detection AAAI 2020
Few-Shot Video Classification via Temporal Alignment CVPR 2020
Meta-Learning of Neural Architectures for Few-Shot Learning CVPR 2020
Few-Shot Class-Incremental Learning CVPR 2020
Learning to Segment the Tail CVPR 2020
DeepEMD: Few-Shot Image Classification With Differentiable Earth Mover's Distance and Structured Classifiers CVPR 2020
MetaFuse: A Pre-trained Fusion Model for Human Pose Estimation CVPR 2020
Improved Few-Shot Visual Classification CVPR 2020
DPGN: Distribution Propagation Graph Network for Few-Shot Learning CVPR 2020
Few-Shot Learning via Embedding Adaptation With Set-to-Set Functions CVPR 2020
3FabRec: Fast Few-Shot Face Alignment by Reconstruction CVPR 2020