Few-Shot Learning

Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval EMNLP 2022 Mutual information based Bayesian graph neural network for few-shot learning UAI 2022 Mutual Information Constraints for Monte-Carlo Objectives to Prevent Posterior Collapse Especially in Language Modelling JMLR 2022 Natural Language to Code Translation with Execution EMNLP 2022 Neural Attentive Circuits NeurIPS 2022 Non-intrusive Speech Quality Assessment with a Multi-Task Learning based Subband Adaptive Attention Temporal Convolutional Neural Network Interspeech 2022 Non-Parametric Word Sense Disambiguation for Historical Languages AACL 2022 On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation NeurIPS 2022 One-Shot Compositional Data Generation for Low Resource Handwritten Text Recognition WACV 2022 Online Hyperparameter Meta-Learning with Hypergradient Distillation ICLR 2022 On Measuring the Intrinsic Few-Shot Hardness of Datasets EMNLP 2022 On the Episodic Difficulty of Few-shot Learning ACML 2022 On the Role of Neural Collapse in Transfer Learning ICLR 2022 Ortho-Shot: Low Displacement Rank Regularization With Data Augmentation for Few-Shot Learning WACV 2022 PAC Prediction Sets for Meta-Learning NeurIPS 2022 Parameter-free Automatically Prompting: A Latent Pseudo Label Mapping Model for Prompt-based Learning EMNLP 2022 Partially Humanizing Weak Supervision: Towards a Better Low Resource Pipeline for Spoken Language Understanding EMNLP 2022 Pathologies of Pre-trained Language Models in Few-shot Fine-tuning ACL 2022 Perceiver-Actor: A Multi-Task Transformer for Robotic Manipulation CoRL 2022 PICA: Point-Wise Instance and Centroid Alignment Based Few-Shot Domain Adaptive Object Detection With Loose Annotations WACV 2022 Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation WACV 2022 Por Qué Não Utiliser Alla Språk? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer NAACL 2022 Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction AAAI 2022 Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling AAAI 2022 PPT: Pre-trained Prompt Tuning for Few-shot Learning ACL 2022