| A Meta-Learning Framework for Generalized Zero-Shot Learning | Sep 10, 2019 | Generalized Zero-Shot LearningMeta-Learning | CodeCode Available | 0 |
| Meta-Learning with Implicit Gradients | Sep 10, 2019 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification | Sep 9, 2019 | ClassificationEntity Typing | —Unverified | 0 |
| Meta-learnt priors slow down catastrophic forgetting in neural networks | Sep 9, 2019 | Meta-Learning | CodeCode Available | 0 |
| Learning to Sample: an Active Learning Framework | Sep 9, 2019 | Active LearningDiversity | —Unverified | 0 |
| Asymmetric Tri-training for Debiasing Missing-Not-At-Random Explicit Feedback | Sep 8, 2019 | Domain AdaptationMeta-Learning | CodeCode Available | 0 |
| AutoML for Contextual Bandits | Sep 7, 2019 | AutoMLFeature Engineering | —Unverified | 0 |
| Efficient Automatic Meta Optimization Search for Few-Shot Learning | Sep 6, 2019 | Few-Shot LearningGPU | —Unverified | 0 |
| Meta Learning with Relational Information for Short Sequences | Sep 4, 2019 | Meta-Learning | CodeCode Available | 0 |
| Meta-Learning with Warped Gradient Descent | Aug 30, 2019 | Few-Shot LearningInductive Bias | CodeCode Available | 0 |
| Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations | Aug 30, 2019 | Link PredictionMeta-Learning | CodeCode Available | 1 |
| TGG: Transferable Graph Generation for Zero-shot and Few-shot Learning | Aug 30, 2019 | Few-Shot LearningGraph Attention | CodeCode Available | 0 |
| Exploring Domain Shift in Extractive Text Summarization | Aug 30, 2019 | Extractive Text SummarizationMeta-Learning | —Unverified | 0 |
| Deep Learning Theory Review: An Optimal Control and Dynamical Systems Perspective | Aug 28, 2019 | Deep LearningLearning Theory | CodeCode Available | 0 |
| Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks | Aug 27, 2019 | Language ModelingLanguage Modelling | —Unverified | 0 |
| On the Convergence Theory of Gradient-Based Model-Agnostic Meta-Learning Algorithms | Aug 27, 2019 | Meta-Learning | —Unverified | 0 |
| MetaMixUp: Learning Adaptive Interpolation Policy of MixUp with Meta-Learning | Aug 27, 2019 | Data AugmentationDomain Adaptation | —Unverified | 0 |
| An Introduction to Advanced Machine Learning : Meta Learning Algorithms, Applications and Promises | Aug 26, 2019 | BIG-bench Machine LearningMeta-Learning | —Unverified | 0 |
| Fairness Warnings and Fair-MAML: Learning Fairly with Minimal Data | Aug 24, 2019 | FairnessMeta-Learning | CodeCode Available | 0 |
| Learning to Demodulate from Few Pilots via Offline and Online Meta-Learning | Aug 23, 2019 | Meta-Learning | CodeCode Available | 0 |
| Time series model selection with a meta-learning approach; evidence from a pool of forecasting algorithms | Aug 22, 2019 | Dimensionality Reductionfeature selection | —Unverified | 0 |
| When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification | Aug 22, 2019 | Few-Shot LearningFew-Shot Text Classification | CodeCode Available | 0 |
| Few-shot Text Classification with Distributional Signatures | Aug 16, 2019 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 |
| Few-Shot Learning with Global Class Representations | Aug 14, 2019 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 0 |
| Meta Reasoning over Knowledge Graphs | Aug 13, 2019 | Few-Shot LearningKnowledge Base Completion | —Unverified | 0 |