| Improving Few-shot Learning by Spatially-aware Matching and CrossTransformer | Jan 6, 2020 | DeblurringFew-Shot Learning | —Unverified | 0 |
| From Learning to Meta-Learning: Reduced Training Overhead and Complexity for Communication Systems | Jan 5, 2020 | BIG-bench Machine LearningInductive Bias | CodeCode Available | 1 |
| Automated Relational Meta-learning | Jan 3, 2020 | Few-Shot Image Classificationimage-classification | CodeCode Available | 1 |
| DAWSON: A Domain Adaptive Few Shot Generation Framework | Jan 2, 2020 | Meta-LearningMusic Generation | —Unverified | 0 |
| Few-shot Relation Extraction via Bayesian Meta-learning on Task Graphs | Jan 1, 2020 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Meta Variance Transfer: Learning to Augment from the Others | Jan 1, 2020 | Face RecognitionMeta-Learning | —Unverified | 0 |
| On the Iteration Complexity of Hypergradient Computations | Jan 1, 2020 | Bilevel OptimizationComputational Efficiency | —Unverified | 0 |
| Learning Attentive Meta-Transfer | Jan 1, 2020 | Meta-LearningTransfer Learning | —Unverified | 0 |
| Deep Transfer Learning Based Downlink Channel Prediction for FDD Massive MIMO Systems | Dec 27, 2019 | Meta-LearningPrediction | CodeCode Available | 0 |
| Variational Metric Scaling for Metric-Based Meta-Learning | Dec 26, 2019 | Few-Shot LearningMeta-Learning | CodeCode Available | 0 |
| Federated Imitation Learning: A Novel Framework for Cloud Robotic Systems with Heterogeneous Sensor Data | Dec 24, 2019 | Imitation LearningMeta-Learning | —Unverified | 0 |
| Meta-Learning PAC-Bayes Priors in Model Averaging | Dec 24, 2019 | Meta-Learningmodel | —Unverified | 0 |
| AutoML: Exploration v.s. Exploitation | Dec 23, 2019 | AutoMLMeta-Learning | CodeCode Available | 0 |
| Meta-Graph: Few Shot Link Prediction via Meta Learning | Dec 20, 2019 | Graph Neural NetworkLink Prediction | CodeCode Available | 0 |
| TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning | Dec 19, 2019 | Few-Shot LearningMeta-Learning | —Unverified | 0 |
| Continuous Meta-Learning without Tasks | Dec 18, 2019 | image-classificationImage Classification | CodeCode Available | 0 |
| Meta-Learned Per-Instance Algorithm Selection in Scholarly Recommender Systems | Dec 18, 2019 | Meta-LearningRecommendation Systems | —Unverified | 0 |
| Semantic Regularization: Improve Few-shot Image Classification by Reducing Meta Shift | Dec 18, 2019 | DecoderFew-Shot Image Classification | —Unverified | 0 |
| A Broader Study of Cross-Domain Few-Shot Learning | Dec 16, 2019 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Meta-Learning Initializations for Image Segmentation | Dec 13, 2019 | Bayesian OptimizationFew-Shot Image Classification | CodeCode Available | 0 |
| Conditional Super Learner | Dec 13, 2019 | Meta-Learning | —Unverified | 0 |
| Associative Alignment for Few-shot Image Classification | Dec 11, 2019 | ClassificationDomain Adaptation | CodeCode Available | 0 |
| MetaCI: Meta-Learning for Causal Inference in a Heterogeneous Population | Dec 9, 2019 | Causal Inferencecounterfactual | —Unverified | 0 |
| Meta-Learning without Memorization | Dec 9, 2019 | Few-Shot Image Classificationimage-classification | CodeCode Available | 0 |
| Unsupervised Curricula for Visual Meta-Reinforcement Learning | Dec 9, 2019 | ClusteringMeta-Learning | —Unverified | 0 |