ReFine: Re-randomization before Fine-tuning for Cross-domain Few-shot Learning May 11, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Privacy Enhancement for Cloud-Based Few-Shot Learning May 10, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available ALLSH: Active Learning Guided by Local Sensitivity and Hardness May 10, 2022 Active Learning Few-Shot Learning
— Unverified ProQA: Structural Prompt-based Pre-training for Unified Question Answering May 9, 2022 Continual Learning Few-Shot Learning
Code Code Available PGADA: Perturbation-Guided Adversarial Alignment for Few-shot Learning Under the Support-Query Shift May 8, 2022 Data Augmentation Few-Shot Learning
Code Code Available KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering May 6, 2022 Contrastive Learning Extractive Question-Answering
— Unverified FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available Generating Representative Samples for Few-Shot Classification May 5, 2022 Few-Shot Learning General Classification
Code Code Available Lifelong Ensemble Learning based on Multiple Representations for Few-Shot Object Recognition May 4, 2022 3D Object Recognition Ensemble Learning
— Unverified Relation Extraction as Open-book Examination: Retrieval-enhanced Prompt Tuning May 4, 2022 Few-Shot Learning Memorization
Code Code Available Generalized Knowledge Distillation via Relationship Matching May 4, 2022 Few-Shot Learning Incremental Learning
Code Code Available Few-Shot Document-Level Relation Extraction May 4, 2022 Document-level Relation Extraction Domain Adaptation
Code Code Available The ICML 2022 Expressive Vocalizations Workshop and Competition: Recognizing, Generating, and Personalizing Vocal Bursts May 3, 2022 Few-Shot Learning
Code Code Available Improving In-Context Few-Shot Learning via Self-Supervised Training May 3, 2022 Diversity Few-Shot Learning
— Unverified Local Stochastic Bilevel Optimization with Momentum-Based Variance Reduction May 3, 2022 BIG-bench Machine Learning Bilevel Optimization
— Unverified On the generalization capabilities of FSL methods through domain adaptation: a case study in endoscopic kidney stone image classification May 2, 2022 Deep Learning Domain Adaptation
— Unverified POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection May 2, 2022 Articles Few-Shot Learning
Code Code Available Medical Coding with Biomedical Transformer Ensembles and Zero/Few-shot Learning May 1, 2022 Few-Shot Learning Retrieval
— Unverified Prompt-free and Efficient Few-shot Learning with Language Models May 1, 2022 Few-Shot Learning
Code Code Available Exploiting Language Model Prompts Using Similarity Measures: A Case Study on the Word-in-Context Task May 1, 2022 Few-Shot Learning In-Context Learning
— Unverified Zero- and Few-Shot NLP with Pretrained Language Models May 1, 2022 Few-Shot Learning
— Unverified English-Malay Word Embeddings Alignment for Cross-lingual Emotion Classification with Hierarchical Attention Network May 1, 2022 Cross-Lingual Word Embeddings Emotion Classification
— Unverified EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization May 1, 2022 Few-Shot Learning Few-Shot Text Classification
— Unverified Dual Context-Guided Continuous Prompt Tuning for Few-Shot Learning May 1, 2022 Few-Shot Learning
— Unverified Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains May 1, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models Apr 30, 2022 Few-Shot Learning
Code Code Available Look Closer to Supervise Better: One-Shot Font Generation via Component-Based Discriminator Apr 30, 2022 Few-Shot Learning Font Generation
Code Code Available EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing Apr 30, 2022 Few-Shot Learning Knowledge Distillation
— Unverified Flamingo: a Visual Language Model for Few-Shot Learning Apr 29, 2022 Few-Shot Learning Generative Visual Question Answering
Code Code Available On the Effect of Pretraining Corpora on In-context Learning by a Large-scale Language Model Apr 28, 2022 Few-Shot Learning In-Context Learning
— Unverified Executive Function: A Contrastive Value Policy for Resampling and Relabeling Perceptions via Hindsight Summarization? Apr 27, 2022 Continual Learning Few-Shot Learning
— Unverified Function-words Enhanced Attention Networks for Few-Shot Inverse Relation Classification Apr 26, 2022 Few-Shot Learning Meta-Learning
— Unverified Meta-free few-shot learning via representation learning with weight averaging Apr 26, 2022 Classification Few-Shot Learning
— Unverified Super-Prompting: Utilizing Model-Independent Contextual Data to Reduce Data Annotation Required in Visual Commonsense Tasks Apr 25, 2022 Few-Shot Learning In-Context Learning
— Unverified Few-Shot Speaker Identification Using Depthwise Separable Convolutional Network with Channel Attention Apr 24, 2022 Audio Classification Few-Shot Learning
— Unverified Realistic Evaluation of Transductive Few-Shot Learning Apr 24, 2022 Few-Shot Learning
Code Code Available Data Distributional Properties Drive Emergent In-Context Learning in Transformers Apr 22, 2022 Few-Shot Learning In-Context Learning
Code Code Available Few-Shot Object Detection with Proposal Balance Refinement Apr 22, 2022 Few-Shot Learning Few-Shot Object Detection
— Unverified Zero and Few-shot Learning for Author Profiling Apr 22, 2022 Author Profiling Few-Shot Learning
— Unverified Few-shot learning for medical text: A systematic review Apr 21, 2022 Articles Few-Shot Learning
— Unverified Active Few-Shot Learning with FASL Apr 20, 2022 Active Learning Few-Shot Learning
Code Code Available Less than Few: Self-Shot Video Instance Segmentation Apr 19, 2022 Few-Shot Learning Instance Segmentation
— Unverified A Study on Prompt-based Few-Shot Learning Methods for Belief State Tracking in Task-oriented Dialog Systems Apr 18, 2022 Few-Shot Learning Language Modelling
— Unverified Learning Compositional Representations for Effective Low-Shot Generalization Apr 17, 2022 Attribute Domain Adaptation
— Unverified Few-Shot Transfer Learning to improve Chest X-Ray pathology detection using limited triplets Apr 16, 2022 Diagnostic Few-Shot Learning
Code Code Available Multi-Modal Few-Shot Object Detection with Meta-Learning-Based Cross-Modal Prompting Apr 16, 2022 Few-Shot Learning Few-Shot Object Detection
— Unverified mGPT: Few-Shot Learners Go Multilingual Apr 15, 2022 Cross-Lingual Natural Language Inference Cross-Lingual Paraphrase Identification
Code Code Available In-BoXBART: Get Instructions into Biomedical Multi-Task Learning Apr 15, 2022 Few-Shot Learning Multi-Task Learning
Code Code Available Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference Apr 15, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Impossible Triangle: What's Next for Pre-trained Language Models? Apr 13, 2022 Data Augmentation Few-Shot Learning
— Unverified 