Few-Shot Learning

Cross-Domain Few-Shot Learning With Task-Specific Adapters CVPR 2022 Cross-lingual Few-Shot Learning on Unseen Languages AACL 2022 Cross-modal Learning for Image-Guided Point Cloud Shape Completion NeurIPS 2022 CS/NLP at SemEval-2022 Task 4: Effective Data Augmentation Methods for Patronizing Language Detection and Multi-label Classification with RoBERTa and GPT3 SemEval 2022 CUP: Curriculum Learning based Prompt Tuning for Implicit Event Argument Extraction IJCAI 2022 Curriculum-Based Self-Training Makes Better Few-Shot Learners for Data-to-Text Generation IJCAI 2022 Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models ACL 2022 Data Distributional Properties Drive Emergent In-Context Learning in Transformers NeurIPS 2022 Data-Efficient Concept Extraction from Pre-trained Language Models for Commonsense Explanation Generation EMNLP 2022 Decomposed Meta-Learning for Few-Shot Named Entity Recognition ACL 2022 Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation NeurIPS 2022 DEFTri: A Few-Shot Label Fused Contextual Representation Learning For Product Defect Triage in e-Commerce ACL 2022 Detecting Dissonant Stance in Social Media: The Role of Topic Exposure EMNLP 2022 Detecting Tear Gas Canisters With Limited Training Data WACV 2022 Dictionary-Assisted Supervised Contrastive Learning EMNLP 2022 ”Diversity and Uncertainty in Moderation” are the Key to Data Selection for Multilingual Few-shot Transfer NAACL 2022 Diversity Features Enhanced Prototypical Network for Few-shot Intent Detection IJCAI 2022 Diversity vs. Recognizability: Human-like generalization in one-shot generative models NeurIPS 2022 DMN4: Few-Shot Learning via Discriminative Mutual Nearest Neighbor Neural Network AAAI 2022 Do Bayesian variational autoencoders know what they don’t know? UAI 2022 Document-level Event Factuality Identification via Reinforced Multi-Granularity Hierarchical Attention Networks IJCAI 2022 Does Utterance entails Intent?: Evaluating Natural Language Inference Based Setup for Few-Shot Intent Detection Interspeech 2022 Domain Agnostic Few-shot Learning for Speaker Verification Interspeech 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