Few-Shot Learning

Towards Practical Few-shot Query Sets: Transductive Minimum Description Length Inference NeurIPS 2022 Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study EMNLP 2022 Towards Unified Prompt Tuning for Few-shot Text Classification EMNLP 2022 Towards unsupervised open world semantic segmentation UAI 2022 Training Data Generating Networks: Shape Reconstruction via Bi-level Optimization ICLR 2022 Training Dynamics for Curriculum Learning: A Study on Monolingual and Cross-lingual NLU EMNLP 2022 Training Naturalized Semantic Parsers with Very Little Data IJCAI 2022 Transferring Hierarchical Structures with Dual Meta Imitation Learning CoRL 2022 Transformer-based Objective-reinforced Generative Adversarial Network to Generate Desired Molecules IJCAI 2022 UECA-Prompt: Universal Prompt for Emotion Cause Analysis COLING 2022 Understanding Benign Overfitting in Gradient-Based Meta Learning NeurIPS 2022 Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty NeurIPS 2022 Uni-Perceiver: Pre-Training Unified Architecture for Generic Perception for Zero-Shot and Few-Shot Tasks CVPR 2022 UPER: Boosting Multi-Document Summarization with an Unsupervised Prompt-based Extractor COLING 2022 Using dependency parsing for few-shot learning in distributional semantics ACL 2022 Visual Prompt Tuning for Few-Shot Text Classification COLING 2022 WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation EMNLP 2022 Warping Layer: Representation Learning for Label Structures in Weakly Supervised Learning AISTATS 2022 WavPrompt: Towards Few-Shot Spoken Language Understanding with Frozen Language Models Interspeech 2022 Weakly Supervised Context-based Interview Question Generation EMNLP 2022 What Makes for Effective Few-Shot Point Cloud Classification? WACV 2022 What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment EMNLP 2022 When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework AAAI 2022 XMP-Font: Self-Supervised Cross-Modality Pre-Training for Few-Shot Font Generation CVPR 2022 Zero- and Few-Shot NLP with Pretrained Language Models ACL 2022