Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition Sep 20, 2020 Few-Shot Learning Multi-Label Image Recognition
— Unverified Few-shot learning using pre-training and shots, enriched by pre-trained samples Sep 19, 2020 Few-Shot Learning
— Unverified FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding Sep 17, 2020 Few-Shot Learning
Code Code Available Few-Shot Unsupervised Continual Learning through Meta-Examples Sep 17, 2020 Clustering Continual Learning
Code Code Available 'Less Than One'-Shot Learning: Learning N Classes From M<N Samples Sep 17, 2020 Few-Shot Learning One-Shot Learning
Code Code Available Synbols: Probing Learning Algorithms with Synthetic Datasets Sep 14, 2020 Active Learning Few-Shot Learning
Code Code Available Few-shot Learning with LSSVM Base Learner and Transductive Modules Sep 12, 2020 Few-Shot Learning Meta-Learning
Code Code Available Prototype Completion with Primitive Knowledge for Few-Shot Learning Sep 10, 2020 Attribute Few-Shot Learning
Code Code Available Proxy Network for Few Shot Learning Sep 9, 2020 Few-Shot Learning Meta-Learning
Code Code Available Region Comparison Network for Interpretable Few-shot Image Classification Sep 8, 2020 Classification Few-Shot Image Classification
Code Code Available GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning Sep 4, 2020 Classification Clustering
Code Code Available Class Interference Regularization Sep 4, 2020 Face Verification Few-Shot Learning
— Unverified All About Knowledge Graphs for Actions Aug 28, 2020 Action Recognition All
— Unverified learn2learn: A Library for Meta-Learning Research Aug 27, 2020 Few-Shot Learning Meta-Learning
Code Code Available Transductive Information Maximization For Few-Shot Learning Aug 25, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Example-Based Named Entity Recognition Aug 24, 2020 Few-Shot Learning named-entity-recognition
Code Code Available Few-Shot Image Classification via Contrastive Self-Supervised Learning Aug 23, 2020 Classification Few-Shot Image Classification
— Unverified Few-Shot Learning with Intra-Class Knowledge Transfer Aug 22, 2020 Diversity Few-Shot Learning
— Unverified Learning to Profile: User Meta-Profile Network for Few-Shot Learning Aug 21, 2020 Few-Shot Learning Meta-Learning
— Unverified BOIL: Towards Representation Change for Few-shot Learning Aug 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available Dataset Bias in Few-shot Image Recognition Aug 18, 2020 Diversity Few-Shot Learning
— Unverified Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Aug 18, 2020 Computed Tomography (CT) Domain Generalization
Code Code Available Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks Aug 15, 2020 Few-Shot Learning Image Registration
— Unverified Compositional Generalization via Neural-Symbolic Stack Machines Aug 15, 2020 Few-Shot Learning Machine Translation
— Unverified Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems Aug 14, 2020 Dialogue State Tracking Few-Shot Learning
— Unverified Few shot clustering for indoor occupancy detection with extremely low-quality images from battery free cameras Aug 13, 2020 Clustering Few-Shot Learning
Code Code Available An Overview of Deep Learning Architectures in Few-Shot Learning Domain Aug 12, 2020 Deep Learning Few-Shot Learning
Code Code Available Learning to Reason in Round-based Games: Multi-task Sequence Generation for Purchasing Decision Making in First-person Shooters Aug 12, 2020 Attribute Decision Making
Code Code Available Cooperative Bi-path Metric for Few-shot Learning Aug 10, 2020 Classification Few-Shot Learning
Code Code Available Few Shot Learning Framework to Reduce Inter-observer Variability in Medical Images Aug 7, 2020 Few-Shot Learning
Code Code Available Revisiting Mid-Level Patterns for Cross-Domain Few-Shot Recognition Aug 7, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Few-shot Classification via Adaptive Attention Aug 6, 2020 Classification Few-Shot Learning
Code Code Available Online Few-shot Gesture Learning on a Neuromorphic Processor Aug 3, 2020 Few-Shot Learning Gesture Recognition
— Unverified Attentive Prototype Few-shot Learning with Capsule Network-based Embedding Aug 1, 2020 Classification Few-Shot Learning
— Unverified SEN: A Novel Feature Normalization Dissimilarity Measure for Prototypical Few-Shot Learning Networks Aug 1, 2020 Few-Shot Learning
— Unverified Model-Agnostic Boundary-Adversarial Sampling for Test-Time Generalization in Few-Shot learning Aug 1, 2020 Few-Shot Learning
Code Code Available Large-Scale Few-Shot Learning via Multi-Modal Knowledge Discovery Aug 1, 2020 Few-Shot Learning
— Unverified Incremental Few-Shot Meta-Learning via Indirect Discriminant Alignment Aug 1, 2020 Few-Shot Learning Incremental Learning
— Unverified Meta-DRN: Meta-Learning for 1-Shot Image Segmentation Aug 1, 2020 Few-Shot Learning image-classification
— Unverified Learning from Few Samples: A Survey Jul 30, 2020 Data Augmentation Few-Shot Learning
— Unverified Towards Accuracy-Fairness Paradox: Adversarial Example-based Data Augmentation for Visual Debiasing Jul 27, 2020 Adversarial Attack Attribute
— Unverified Few-Shot Bearing Fault Diagnosis Based on Model-Agnostic Meta-Learning Jul 25, 2020 Anomaly Detection Fault Diagnosis
— Unverified Leveraging Bottom-Up and Top-Down Attention for Few-Shot Object Detection Jul 23, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach Jul 21, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-shot link prediction via graph neural networks for Covid-19 drug-repurposing Jul 20, 2020 Drug Discovery Few-Shot Learning
Code Code Available A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data Jul 20, 2020 Few-Shot Learning Multi-Task Learning
Code Code Available Fuzzy Graph Neural Network for Few-Shot Learning Jul 19, 2020 Few-Shot Learning Graph Neural Network
Code Code Available Contextualizing Enhances Gradient Based Meta Learning Jul 17, 2020 Few-Shot Learning Meta-Learning
Code Code Available Explanation-Guided Training for Cross-Domain Few-Shot Classification Jul 17, 2020 Classification Cross-Domain Few-Shot
Code Code Available Augmented Bi-path Network for Few-shot Learning Jul 15, 2020 Few-Shot Learning
— Unverified 