Few-Shot Learning

Physarum Powered Differentiable Linear Programming Layers and Applications AAAI 2021 P-INT: A Path-based Interaction Model for Few-shot Knowledge Graph Completion EMNLP 2021 PNPDet: Efficient Few-Shot Detection Without Forgetting via Plug-and-Play Sub-Networks WACV 2021 POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples NeurIPS 2021 Progressive Network Grafting for Few-Shot Knowledge Distillation AAAI 2021 Property-Aware Relation Networks for Few-Shot Molecular Property Prediction NeurIPS 2021 Prototype Completion With Primitive Knowledge for Few-Shot Learning CVPR 2021 Prototypical Cross-Domain Self-Supervised Learning for Few-Shot Unsupervised Domain Adaptation CVPR 2021 Prototypical Representation Learning for Relation Extraction ICLR 2021 Pseudo-Loss Confidence Metric for Semi-Supervised Few-Shot Learning ICCV 2021 PTN: A Poisson Transfer Network for Semi-supervised Few-shot Learning AAAI 2021 RADDLE: An Evaluation Benchmark and Analysis Platform for Robust Task-oriented Dialog Systems ACL 2021 ReasonBERT: Pre-trained to Reason with Distant Supervision EMNLP 2021 Regularising Knowledge Transfer by Meta Functional Learning IJCAI 2021 Reinforced Attention for Few-Shot Learning and Beyond CVPR 2021 Relating Relations: Meta-Relation Extraction from Online Health Forum Posts EACL 2021 Relational Learning to Capture the Dynamics and Sparsity of Knowledge Graphs AAAI 2021 Relative and Absolute Location Embedding for Few-Shot Node Classification on Graph AAAI 2021 Re-ranking for image retrieval and transductive few-shot classification NeurIPS 2021 Rethinking Class Relations: Absolute-Relative Supervised and Unsupervised Few-Shot Learning CVPR 2021 Revisit Multimodal Meta-Learning through the Lens of Multi-Task Learning NeurIPS 2021 Robust Spatio-Temporal Purchase Prediction via Deep Meta Learning AAAI 2021 SagaNet: A Small Sample Gated Network for Pediatric Cancer Diagnosis ICML 2021 SALNet: Semi-supervised Few-Shot Text Classification with Attention-based Lexicon Construction AAAI 2021 Scale-Aware Graph Neural Network for Few-Shot Semantic Segmentation CVPR 2021