Few-Shot NLG with Pre-Trained Language Model Apr 21, 2019 Few-Shot Learning Language Modeling
Code Code Available Hierarchical Meta Learning Apr 19, 2019 Few-Shot Learning Meta-Learning
— Unverified An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning Apr 17, 2019 Few-Shot Learning Meta-Learning
Code Code Available Few Shot Speaker Recognition using Deep Neural Networks Apr 17, 2019 Few-Shot Learning Speaker Recognition
— Unverified TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning Apr 11, 2019 Attribute Few-Shot Learning
Code Code Available Synthetic Examples Improve Generalization for Rare Classes Apr 11, 2019 Few-Shot Learning Self-Driving Cars
— Unverified Generalizing from a Few Examples: A Survey on Few-Shot Learning Apr 10, 2019 BIG-bench Machine Learning Few-Shot Learning
Code Code Available Large-Scale Long-Tailed Recognition in an Open World Apr 10, 2019 Classification Few-Shot Learning
Code Code Available Few-Shot Learning with Localization in Realistic Settings Apr 9, 2019 Few-Shot Learning Meta-Learning
Code Code Available L2AE-D: Learning to Aggregate Embeddings for Few-shot Learning with Meta-level Dropout Apr 8, 2019 Few-Shot Learning Meta-Learning
— Unverified Semi-Supervised Few-Shot Learning for Dual Question-Answer Extraction Apr 8, 2019 Clustering Few-Shot Learning
— Unverified A Closer Look at Few-shot Classification Apr 8, 2019 Domain Generalization Few-Shot Learning
Code Code Available Meta-Learning with Differentiable Convex Optimization Apr 7, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-Shot Learning via Saliency-guided Hallucination of Samples Apr 6, 2019 Few-Shot Learning Hallucination
— Unverified A Hybrid Approach with Optimization and Metric-based Meta-Learner for Few-Shot Learning Apr 4, 2019 Few-Shot Learning General Classification
— Unverified Hyperbolic Image Embeddings Apr 3, 2019 Few-Shot Learning General Classification
Code Code Available Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning Mar 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Diversity with Cooperation: Ensemble Methods for Few-Shot Classification Mar 27, 2019 Classification Diversity
Code Code Available Few-Shot Regression via Learned Basis Functions Mar 25, 2019 Few-Shot Learning Meta-Learning
— Unverified f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning Mar 25, 2019 Data Augmentation Few-Shot Learning
— Unverified Learning from Adversarial Features for Few-Shot Classification Mar 25, 2019 Classification Few-Shot Learning
— Unverified Few-Shot Learning-Based Human Activity Recognition Mar 25, 2019 Activity Recognition Few-Shot Learning
— Unverified Learning To Avoid Negative Transfer in Few Shot Transfer Learning Mar 24, 2019 Few-Shot Learning Natural Language Inference
— Unverified Cross-Linked Variational Autoencoders for Generalized Zero-Shot Learning Mar 24, 2019 Few-Shot Learning Generalized Zero-Shot Learning
— Unverified Multi-Class Few Shot Learning Task and Controllable Environment Mar 24, 2019 Classification Few-Shot Learning
— Unverified Dense Classification and Implanting for Few-Shot Learning Mar 12, 2019 Classification Few-Shot Learning
— Unverified GOGGLES: Automatic Image Labeling with Affinity Coding Mar 11, 2019 Few-Shot Learning
Code Code Available Interpreting and Understanding Graph Convolutional Neural Network using Gradient-based Attribution Method Mar 9, 2019 Few-Shot Learning Node Classification
— Unverified Reproducibility and Stability Analysis in Metric-Based Few-Shot Learning Mar 6, 2019 Few-Shot Learning
— Unverified CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning Mar 6, 2019 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available Semi-Supervised Few-Shot Learning with Prototypical Random Walks Mar 6, 2019 Few-Shot Learning
Code Code Available Unsupervised Attention Mechanism across Neural Network Layers Feb 27, 2019 Few-Shot Learning Image Classification
Code Code Available LaSO: Label-Set Operations networks for multi-label few-shot learning Feb 26, 2019 Data Augmentation Few-Shot Learning
Code Code Available Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation Feb 26, 2019 Data Augmentation Few-Shot Learning
— Unverified Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing Feb 25, 2019 Cross-lingual zero-shot dependency parsing Dependency Parsing
Code Code Available Are Few-Shot Learning Benchmarks too Simple ? Solving them without Task Supervision at Test-Time Feb 22, 2019 Clustering Few-Shot Learning
Code Code Available Adaptive Cross-Modal Few-Shot Learning Feb 19, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Infinite Mixture Prototypes for Few-Shot Learning Feb 12, 2019 Clustering Few-Shot Learning
— Unverified Meta-Curvature Feb 9, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Adaptive Posterior Learning: few-shot learning with a surprise-based memory module Feb 7, 2019 Decoder Few-Shot Learning
Code Code Available Centroid-based deep metric learning for speaker recognition Feb 6, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified 'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images Feb 4, 2019 Few-Shot Learning Image Segmentation
Code Code Available tax2vec: Constructing Interpretable Features from Taxonomies for Short Text Classification Feb 1, 2019 Classification Few-Shot Learning
Code Code Available Massively Multilingual Transfer for NER Feb 1, 2019 Cross-Lingual Transfer Few-Shot Learning
Code Code Available Few-shot Learning with Meta Metric Learners Jan 26, 2019 Few-Shot Learning Meta-Learning
— Unverified BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jan 25, 2019 Drug–drug Interaction Extraction Few-Shot Learning
Code Code Available Learning Classifiers for Domain Adaptation, Zero and Few-Shot Recognition Based on Learning Latent Semantic Parts Jan 25, 2019 Attribute Domain Adaptation
— Unverified Sequential Skip Prediction with Few-shot in Streamed Music Contents Jan 24, 2019 Few-Shot Learning Meta-Learning
Code Code Available Human few-shot learning of compositional instructions Jan 14, 2019 Few-Shot Learning
Code Code Available FIGR: Few-shot Image Generation with Reptile Jan 8, 2019 Few-Shot Learning Image Generation
Code Code Available 