Few-Shot Learning

ZeroGen: Efficient Zero-shot Learning via Dataset Generation EMNLP 2022 Zero-shot cross-lingual open domain question answering NAACL 2022 Zero-shot Cross-lingual Transfer of Prompt-based Tuning with a Unified Multilingual Prompt EMNLP 2022 A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ACL 2021 Adaptive-Attentive Geolocalization From Few Queries: A Hybrid Approach WACV 2021 Adaptive Image Transformer for One-Shot Object Detection CVPR 2021 Adaptive Prototype Learning and Allocation for Few-Shot Segmentation CVPR 2021 AdarGCN: Adaptive Aggregation GCN for Few-Shot Learning WACV 2021 Addressing Catastrophic Forgetting in Few-Shot Problems ICML 2021 Adversarial Robustness of Streaming Algorithms through Importance Sampling NeurIPS 2021 Airbert: In-Domain Pretraining for Vision-and-Language Navigation ICCV 2021 A Language Model-based Generative Classifier for Sentence-level Discourse Parsing EMNLP 2021 A large-scale benchmark for few-shot program induction and synthesis ICML 2021 A Meta-Learning Approach for User-Defined Spoken Term Classification with Varying Classes and Examples Interspeech 2021 A Multi-Mode Modulator for Multi-Domain Few-Shot Classification ICCV 2021 An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling EMNLP 2021 An Exploratory Analysis of Multilingual Word-Level Quality Estimation with Cross-Lingual Transformers ACL 2021 Anti-Aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation CVPR 2021 A Semantic Feature-Wise Transformation Relation Network for Automatic Short Answer Grading EMNLP 2021 Attend, Memorize and Generate: Towards Faithful Table-to-Text Generation in Few Shots EMNLP 2021 Attentional Constellation Nets for Few-Shot Learning ICLR 2021 Attention via Scattering Transforms for Segmentation of Small Intravascular Ultrasound Data Sets MIDL 2021 Attributes-Guided and Pure-Visual Attention Alignment for Few-Shot Recognition AAAI 2021 A Unified Objective for Novel Class Discovery ICCV 2021 Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning EMNLP 2021