Few-Shot Learning

Transformation Invariant Few-Shot Object Detection CVPR 2021 3FabRec: Fast Few-Shot Face Alignment by Reconstruction CVPR 2020 Adversarial Feature Hallucination Networks for Few-Shot Learning CVPR 2020 ALICE: Active Learning with Contrastive Natural Language Explanations EMNLP 2020 Attentron: Few-Shot Text-to-Speech Utilizing Attention-Based Variable-Length Embedding Interspeech 2020 A Two-Stage Masked LM Method for Term Set Expansion ACL 2020 A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings EMNLP 2020 AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts EMNLP 2020 Composed Variational Natural Language Generation for Few-shot Intents EMNLP 2020 DeepEMD: Few-Shot Image Classification With Differentiable Earth Mover's Distance and Structured Classifiers CVPR 2020 Diversity Transfer Network for Few-Shot Learning AAAI 2020 DPGN: Distribution Propagation Graph Network for Few-Shot Learning CVPR 2020 Dynamic Memory Induction Networks for Few-Shot Text Classification ACL 2020 Dynamic Refinement Network for Oriented and Densely Packed Object Detection CVPR 2020 Efficient Intent Detection with Dual Sentence Encoders ACL 2020 Feature Deformation Meta-Networks in Image Captioning of Novel Objects AAAI 2020 FET-GAN: Font and Effect Transfer via K-shot Adaptive Instance Normalization AAAI 2020 Few-Cost Salient Object Detection with Adversarial-Paced Learning NeurIPS 2020 Few-Shot Class-Incremental Learning CVPR 2020 Few-shot Image Generation with Elastic Weight Consolidation NeurIPS 2020 Few-Shot Knowledge Graph Completion AAAI 2020 Few-Shot Learning for Opinion Summarization EMNLP 2020 Few-Shot Learning of Part-Specific Probability Space for 3D Shape Segmentation CVPR 2020 Few-Shot Learning via Embedding Adaptation With Set-to-Set Functions CVPR 2020 Few-Shot NLG with Pre-Trained Language Model ACL 2020