Few-Shot Learning

A Unified Dialogue User Simulator for Few-shot Data Augmentation EMNLP 2022 Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification NAACL 2022 AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels NeurIPS 2022 BadPrompt: Backdoor Attacks on Continuous Prompts NeurIPS 2022 Better Embedding and More Shots for Few-shot Learning IJCAI 2022 Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation IJCAI 2022 Bi-Directional Iterative Prompt-Tuning for Event Argument Extraction EMNLP 2022 Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions CVPR 2022 Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models NAACL 2022 CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification CVPR 2022 C*-algebra Net: A New Approach Generalizing Neural Network Parameters to C*-algebra ICML 2022 Case-Based Abductive Natural Language Inference COLING 2022 CATrans: Context and Affinity Transformer for Few-Shot Segmentation IJCAI 2022 Channel Importance Matters in Few-Shot Image Classification ICML 2022 CINS: Comprehensive Instruction for Few-Shot Learning in Task-Oriented Dialog Systems AAAI 2022 CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing AACL 2022 Classical Sequence Match Is a Competitive Few-Shot One-Class Learner COLING 2022 Class-Incremental Learning With Strong Pre-Trained Models CVPR 2022 Clip-Tuning: Towards Derivative-free Prompt Learning with a Mixture of Rewards EMNLP 2022 Compositional Task-Oriented Parsing as Abstractive Question Answering NAACL 2022 ConnPrompt: Connective-cloze Prompt Learning for Implicit Discourse Relation Recognition COLING 2022 CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning ACL 2022 Context-Aware Abbreviation Expansion Using Large Language Models NAACL 2022 Contextual Gradient Scaling for Few-Shot Learning WACV 2022 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification NeurIPS 2022