| 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 |
