One-Class Meta-Learning: Towards Generalizable Few-Shot Open-Set Classification Sep 14, 2021 Classification Few-Shot Learning
— Unverified Exploring Prompt-based Few-shot Learning for Grounded Dialog Generation Sep 14, 2021 Few-Shot Learning
— Unverified STraTA: Self-Training with Task Augmentation for Better Few-shot Learning Sep 13, 2021 Few-Shot Learning Few-Shot NLI
Code Code Available Meta Navigator: Search for a Good Adaptation Policy for Few-shot Learning Sep 13, 2021 AutoML Few-Shot Learning
— Unverified Fine-Grained Few Shot Learning with Foreground Object Transformation Sep 13, 2021 Data Augmentation Few-Shot Learning
— Unverified Online Unsupervised Learning of Visual Representations and Categories Sep 13, 2021 Few-Shot Learning Representation Learning
Code Code Available Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework Sep 11, 2021 Few-Shot Learning named-entity-recognition
— Unverified Prior Omission of Dissimilar Source Domain(s) for Cost-Effective Few-Shot Learning Sep 11, 2021 Few-Shot Learning Natural Language Understanding
— Unverified LibFewShot: A Comprehensive Library for Few-shot Learning Sep 10, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems Sep 10, 2021 dialog state tracking Few-Shot Learning
— Unverified Rapid Model Architecture Adaption for Meta-Learning Sep 10, 2021 Few-Shot Learning Meta-Learning
— Unverified What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers Sep 10, 2021 Few-Shot Learning In-Context Learning
Code Code Available Bootstrapped Meta-Learning Sep 9, 2021 Efficient Exploration Few-Shot Learning
Code Code Available PPT: Pre-trained Prompt Tuning for Few-shot Learning Sep 9, 2021 Attribute Few-Shot Learning
Code Code Available Compositional Clustering: Applications to Multi-Label Object Recognition and Speaker Identification Sep 9, 2021 Clustering Few-Shot Learning
Code Code Available MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction Sep 9, 2021 Few-Shot Learning Relation
— Unverified Learning Opinion Summarizers by Selecting Informative Reviews Sep 9, 2021 Few-Shot Learning Opinion Summarization
Code Code Available Adaptive Few-Shot Learning PoC Ultrasound COVID-19 Diagnostic System Sep 8, 2021 Computational Efficiency Diagnostic
— Unverified Discrete and Soft Prompting for Multilingual Models Sep 8, 2021 Few-Shot Learning Natural Language Inference
Code Code Available Few-shot Learning in Emotion Recognition of Spontaneous Speech Using a Siamese Neural Network with Adaptive Sample Pair Formation Sep 7, 2021 Emotion Recognition Few-Shot Learning
— Unverified Few-shot Learning via Dependency Maximization and Instance Discriminant Analysis Sep 7, 2021 Few-Shot Learning Inductive Bias
— Unverified GPT-3 Models are Poor Few-Shot Learners in the Biomedical Domain Sep 6, 2021 Few-Shot Learning Language Modelling
Code Code Available Nearest Neighbour Few-Shot Learning for Cross-lingual Classification Sep 6, 2021 Classification Few-Shot Learning
Code Code Available FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models Sep 4, 2021 Few-Shot Learning Question Answering
Code Code Available CAM-loss: Towards Learning Spatially Discriminative Feature Representations Sep 3, 2021 Few-Shot Learning image-classification
— Unverified Self-Taught Cross-Domain Few-Shot Learning with Weakly Supervised Object Localization and Task-Decomposition Sep 3, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Information Symmetry Matters: A Modal-Alternating Propagation Network for Few-Shot Learning Sep 3, 2021 Attribute Few-Shot Learning
— Unverified ConQX: Semantic Expansion of Spoken Queries for Intent Detection based on Conditioned Text Generation Sep 2, 2021 Few-Shot Learning Intent Detection
— Unverified Global Convolutional Neural Processes Sep 2, 2021 Few-Shot Learning Gaussian Processes
Code Code Available Do Prompt-Based Models Really Understand the Meaning of their Prompts? Sep 2, 2021 Few-Shot Learning Natural Language Inference
Code Code Available Probabilistic Ensembles of Zero- and Few-Shot Learning Models for Emotion Classification Sep 1, 2021 Emotion Classification Few-Shot Learning
— Unverified LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting Aug 31, 2021 Few-Shot Learning Language Modelling
Code Code Available Robust Retrieval Augmented Generation for Zero-shot Slot Filling Aug 31, 2021 Domain Adaptation Few-Shot Learning
Code Code Available On the Multilingual Capabilities of Very Large-Scale English Language Models Aug 30, 2021 Extractive Question-Answering Few-Shot Learning
Code Code Available Semi-Supervised Exaggeration Detection of Health Science Press Releases Aug 30, 2021 Articles Benchmarking
Code Code Available Want To Reduce Labeling Cost? GPT-3 Can Help Aug 30, 2021 Few-Shot Learning Language Modeling
Code Code Available Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems Aug 28, 2021 dialog state tracking Few-Shot Learning
Code Code Available Binocular Mutual Learning for Improving Few-shot Classification Aug 27, 2021 Classification Decision Making
Code Code Available Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set Framework Aug 27, 2021 Anomaly Detection Defect Detection
Code Code Available MCML: A Novel Memory-based Contrastive Meta-Learning Method for Few Shot Slot Tagging Aug 26, 2021 Contrastive Learning Few-Shot Learning
— Unverified Deep few-shot learning for bi-temporal building change detection Aug 25, 2021 Change Detection Few-Shot Learning
— Unverified Learning Class-level Prototypes for Few-shot Learning Aug 25, 2021 Few-Shot Learning
— Unverified FEDI: Few-shot learning based on Earth Mover's Distance algorithm combined with deep residual network to identify diabetic retinopathy Aug 22, 2021 Few-Shot Learning
Code Code Available Few Shot Activity Recognition Using Variational Inference Aug 20, 2021 Action Recognition Activity Recognition
— Unverified Neural TMDlayer: Modeling Instantaneous flow of features via SDE Generators Aug 19, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Aug 19, 2021 Causal Inference counterfactual
Code Code Available AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters Aug 18, 2021 Few-Shot Learning Transfer Learning
Code Code Available Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting Aug 18, 2021 Classifier calibration Few-Shot Learning
Code Code Available Few-Shot Batch Incremental Road Object Detection via Detector Fusion Aug 18, 2021 Few-Shot Learning object-detection
— Unverified Program Synthesis with Large Language Models Aug 16, 2021 Few-Shot Learning mbpp
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