| 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 |
| Provable Guarantees for Gradient-Based Meta-Learning | Feb 27, 2019 | Deep LearningGeneralization Bounds | CodeCode Available | 0 |
| Induction Networks for Few-Shot Text Classification | Feb 27, 2019 | Few-Shot Text ClassificationGeneral Classification | CodeCode Available | 1 |
| Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation | Feb 26, 2019 | Data AugmentationFew-Shot Learning | —Unverified | 0 |
| Online Meta-Learning | Feb 22, 2019 | Lifelong learningMeta-Learning | —Unverified | 0 |
| Are Few-Shot Learning Benchmarks too Simple ? Solving them without Task Supervision at Test-Time | Feb 22, 2019 | ClusteringFew-Shot Learning | CodeCode Available | 0 |
| Adversarial Attacks on Graph Neural Networks via Meta Learning | Feb 22, 2019 | General ClassificationMeta-Learning | CodeCode Available | 0 |
| Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting | Feb 20, 2019 | Image ClassificationMeta-Learning | CodeCode Available | 1 |
| Where Do Human Heuristics Come From? | Feb 20, 2019 | Decision MakingMeta-Learning | —Unverified | 0 |
| Adaptive Cross-Modal Few-Shot Learning | Feb 19, 2019 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 0 |
| Fast Efficient Hyperparameter Tuning for Policy Gradients | Feb 18, 2019 | Meta-LearningPolicy Gradient Methods | CodeCode Available | 0 |
| Task2Vec: Task Embedding for Meta-Learning | Feb 10, 2019 | Meta-Learning | CodeCode Available | 0 |
| Adaptive Posterior Learning: few-shot learning with a surprise-based memory module | Feb 7, 2019 | DecoderFew-Shot Learning | CodeCode Available | 0 |
| FaceSpoof Buster: a Presentation Attack Detector Based on Intrinsic Image Properties and Deep Learning | Feb 7, 2019 | Face RecognitionMeta-Learning | —Unverified | 0 |
| Particle Flow Bayes' Rule | Feb 2, 2019 | Bayesian InferenceMeta-Learning | CodeCode Available | 1 |
| A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms | Jan 30, 2019 | Meta-Learning | CodeCode Available | 0 |
| Self-organization of action hierarchy and compositionality by reinforcement learning with recurrent neural networks | Jan 29, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Reward Shaping via Meta-Learning | Jan 27, 2019 | Meta-LearningReinforcement Learning | —Unverified | 0 |
| Few-shot Learning with Meta Metric Learners | Jan 26, 2019 | Few-Shot LearningMeta-Learning | —Unverified | 0 |
| Stacking and stability | Jan 26, 2019 | Meta-Learning | —Unverified | 0 |
| Self-Supervised Generalisation with Meta Auxiliary Learning | Jan 25, 2019 | Auxiliary LearningMeta-Learning | CodeCode Available | 0 |
| Sequential Skip Prediction with Few-shot in Streamed Music Contents | Jan 24, 2019 | Few-Shot LearningMeta-Learning | CodeCode Available | 0 |
| Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction | Jan 24, 2019 | Meta-LearningPrediction | CodeCode Available | 0 |
| Meta-Learning for Contextual Bandit Exploration | Jan 23, 2019 | Imitation LearningMeta-Learning | —Unverified | 0 |
| Meta-Learning Mean Functions for Gaussian Processes | Jan 23, 2019 | Gaussian ProcessesMeta-Learning | —Unverified | 0 |
| FIGR: Few-shot Image Generation with Reptile | Jan 8, 2019 | Few-Shot LearningImage Generation | CodeCode Available | 0 |
