Few-Shot Learning

Dataset Debt in Biomedical Language Modeling ACL 2022 Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation NeurIPS 2022 Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners ICLR 2022 DMN4: Few-Shot Learning via Discriminative Mutual Nearest Neighbor Neural Network AAAI 2022 Don’t Stop Fine-Tuning: On Training Regimes for Few-Shot Cross-Lingual Transfer with Multilingual Language Models EMNLP 2022 Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches CVPR 2022 Dual Attention Networks for Few-Shot Fine-Grained Recognition AAAI 2022 DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations NeurIPS 2022 Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation CVPR 2022 EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing EMNLP 2022 Eeny, meeny, miny, moe. How to choose data for morphological inflection. EMNLP 2022 EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization ACL 2022 Embedding Adaptation Network with Transformer for Few-Shot Action Recognition ACML 2022 Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference EMNLP 2022 Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract) AAAI 2022 Exploring Euphemism Detection in Few-Shot and Zero-Shot Settings EMNLP 2022 Feature-Proxy Transformer for Few-Shot Segmentation NeurIPS 2022 Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings ACL 2022 Few-Shot Cross-Lingual Learning for Event Detection EMNLP 2022 Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-training AAAI 2022 Few-Shot Fast-Adaptive Anomaly Detection NeurIPS 2022 Few-Shot Font Generation by Learning Fine-Grained Local Styles CVPR 2022 Few Shot Generative Model Adaption via Relaxed Spatial Structural Alignment CVPR 2022 Few-Shot Head Swapping in the Wild CVPR 2022 Few-shot Image Generation via Adaptation-Aware Kernel Modulation NeurIPS 2022