Few-Shot Learning

A Closer Look at Few-Shot Image Generation CVPR 2022 A Closer Look at Prototype Classifier for Few-shot Image Classification NeurIPS 2022 ActionSense: A Multimodal Dataset and Recording Framework for Human Activities Using Wearable Sensors in a Kitchen Environment NeurIPS 2022 Active Example Selection for In-Context Learning EMNLP 2022 Active Few-Shot Learning for Sound Event Detection Interspeech 2022 Active Learning Helps Pretrained Models Learn the Intended Task NeurIPS 2022 Active Learning on Pre-trained Language Model with Task-Independent Triplet Loss AAAI 2022 AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters ACL 2022 Adaptive Distribution Calibration for Few-Shot Learning with Hierarchical Optimal Transport NeurIPS 2022 Adaptive Poincaré Point to Set Distance for Few-Shot Classification AAAI 2022 AdaVocoder: Adaptive Vocoder for Custom Voice Interspeech 2022 AdBERT: An Effective Few Shot Learning Framework for Aligning Tweets to Superbowl Advertisements COLING 2022 A Dog Is Passing Over The Jet? A Text-Generation Dataset for Korean Commonsense Reasoning and Evaluation NAACL 2022 Adversarial Task Up-sampling for Meta-learning NeurIPS 2022 A Few More Examples May Be Worth Billions of Parameters EMNLP 2022 A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis NAACL 2022 A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models ACL 2022 AK: Attentive Kernel for Information Gathering RSS 2022 Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution ICML 2022 Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid NeurIPS 2022 All-in-One Image Restoration for Unknown Corruption CVPR 2022 ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022 AMAL: Meta Knowledge-Driven Few-Shot Adapter Learning EMNLP 2022 An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning NeurIPS 2022 An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA AAAI 2022