| MxML: Mixture of Meta-Learners for Few-Shot Classification | Apr 11, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Few-Shot Learning with Localization in Realistic Settings | Apr 9, 2019 | Few-Shot LearningMeta-Learning | CodeCode Available | 0 |
| L2AE-D: Learning to Aggregate Embeddings for Few-shot Learning with Meta-level Dropout | Apr 8, 2019 | Few-Shot LearningMeta-Learning | —Unverified | 0 |
| Compare More Nuanced:Pairwise Alignment Bilinear Network For Few-shot Fine-grained Learning | Apr 7, 2019 | General ClassificationMeta-Learning | CodeCode Available | 0 |
| Meta-Learning with Differentiable Convex Optimization | Apr 7, 2019 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Actively Seeking and Learning from Live Data | Apr 5, 2019 | Domain AdaptationMeta-Learning | —Unverified | 0 |
| Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization | Apr 4, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| A Hybrid Approach with Optimization and Metric-based Meta-Learner for Few-Shot Learning | Apr 4, 2019 | Few-Shot LearningGeneral Classification | —Unverified | 0 |
| Meta-learning Convolutional Neural Architectures for Multi-target Concrete Defect Classification with the COncrete DEfect BRidge IMage Dataset | Apr 2, 2019 | General ClassificationMeta-Learning | CodeCode Available | 0 |
| Guided Meta-Policy Search | Apr 1, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Adaptive Bayesian Linear Regression for Automated Machine Learning | Apr 1, 2019 | AutoMLBayesian Optimization | —Unverified | 0 |
| Meta-Learning surrogate models for sequential decision making | Mar 28, 2019 | Bayesian OptimisationDecision Making | —Unverified | 0 |
| Diversity with Cooperation: Ensemble Methods for Few-Shot Classification | Mar 27, 2019 | ClassificationDiversity | CodeCode Available | 0 |
| A Pseudo-Label Method for Coarse-to-Fine Multi-Label Learning with Limited Supervision | Mar 25, 2019 | Meta-LearningMulti-Label Learning | —Unverified | 0 |
| Few-Shot Regression via Learned Basis Functions | Mar 25, 2019 | Few-Shot LearningMeta-Learning | —Unverified | 0 |
| MetaPruning: Meta Learning for Automatic Neural Network Channel Pruning | Mar 25, 2019 | AutoMLMeta-Learning | CodeCode Available | 1 |
| Enhancing Generalization of First-Order Meta-Learning | Mar 22, 2019 | Few-Shot Image Classificationimage-classification | —Unverified | 0 |
| Learning Feature Relevance Through Step Size Adaptation in Temporal-Difference Learning | Mar 8, 2019 | Meta-LearningRepresentation Learning | —Unverified | 0 |
| Concurrent Meta Reinforcement Learning | Mar 7, 2019 | Efficient ExplorationMeta-Learning | CodeCode Available | 0 |
| Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples | Mar 7, 2019 | Few-Shot Image ClassificationGeneral Classification | CodeCode Available | 1 |
| Reproducing Meta-learning with differentiable closed-form solvers | Mar 6, 2019 | FormMeta-Learning | CodeCode Available | 0 |
| Learning How to Demodulate from Few Pilots via Meta-Learning | Mar 6, 2019 | Meta-Learning | CodeCode Available | 0 |
| Model Primitive Hierarchical Lifelong Reinforcement Learning | Mar 4, 2019 | Hierarchical Reinforcement LearningLifelong learning | CodeCode Available | 1 |
| NoRML: No-Reward Meta Learning | Mar 4, 2019 | Meta-LearningReinforcement Learning | —Unverified | 0 |
| Zero-Shot Task Transfer | Mar 4, 2019 | Camera Pose EstimationMeta-Learning | CodeCode Available | 0 |