Few-Shot Learning

Few-Shot Non-Parametric Learning with Deep Latent Variable Model NeurIPS 2022 Few-Shot Object Detection With Fully Cross-Transformer CVPR 2022 Few-shot Query-Focused Summarization with Prefix-Merging EMNLP 2022 Few-Shot Tabular Data Enrichment Using Fine-Tuned Transformer Architectures ACL 2022 FLUID: Few-Shot Self-Supervised Image Deraining WACV 2022 FS6D: Few-Shot 6D Pose Estimation of Novel Objects CVPR 2022 Generalized Few-Shot Semantic Segmentation CVPR 2022 Generating Representative Samples for Few-Shot Classification CVPR 2022 Generative Entity Typing with Curriculum Learning EMNLP 2022 How to Train Your MAML to Excel in Few-Shot Classification ICLR 2022 Hyperbolic Feature Augmentation via Distribution Estimation and Infinite Sampling on Manifolds NeurIPS 2022 IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach EMNLP 2022 iFS-RCNN: An Incremental Few-Shot Instance Segmenter CVPR 2022 Improving Adversarially Robust Few-Shot Image Classification With Generalizable Representations CVPR 2022 Improving Compositional Generalization with Self-Training for Data-to-Text Generation ACL 2022 Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking EMNLP 2022 Integrative Few-Shot Learning for Classification and Segmentation CVPR 2022 Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation NeurIPS 2022 Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging ACL 2022 KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering EMNLP 2022 Kernelized Few-Shot Object Detection With Efficient Integral Aggregation CVPR 2022 Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners NeurIPS 2022 Large language models are few-shot clinical information extractors EMNLP 2022 Learning from the Target: Dual Prototype Network for Few Shot Semantic Segmentation AAAI 2022 Learning To Memorize Feature Hallucination for One-Shot Image Generation CVPR 2022