| La-MAML: Look-ahead Meta Learning for Continual Learning | Jul 27, 2020 | Continual LearningMeta-Learning | CodeCode Available | 1 |
| Improving Generalization in Meta-learning via Task Augmentation | Jul 26, 2020 | Meta-Learning | CodeCode Available | 1 |
| Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild | Jul 23, 2020 | Few-Shot Object DetectionMeta-Learning | CodeCode Available | 1 |
| Fuzzy Graph Neural Network for Few-Shot Learning | Jul 19, 2020 | Few-Shot LearningGraph Neural Network | CodeCode Available | 1 |
| Probabilistic Active Meta-Learning | Jul 17, 2020 | Meta-Learning | CodeCode Available | 1 |
| Discovering Reinforcement Learning Algorithms | Jul 17, 2020 | Atari GamesMeta-Learning | CodeCode Available | 1 |
| Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous Graphs | Jul 16, 2020 | Auxiliary LearningLink Prediction | CodeCode Available | 1 |
| Gradient-based Hyperparameter Optimization Over Long Horizons | Jul 15, 2020 | Hyperparameter OptimizationMeta-Learning | CodeCode Available | 1 |
| How to trust unlabeled data? Instance Credibility Inference for Few-Shot Learning | Jul 15, 2020 | Data AugmentationFew-Shot Learning | CodeCode Available | 1 |
| Few-shot Scene-adaptive Anomaly Detection | Jul 15, 2020 | Anomaly DetectionMeta-Learning | CodeCode Available | 1 |
| Concept Learners for Few-Shot Learning | Jul 14, 2020 | Few-Shot LearningFine-Grained Image Classification | CodeCode Available | 1 |
| Meta Soft Label Generation for Noisy Labels | Jul 11, 2020 | Meta-Learning | CodeCode Available | 1 |
| Semi-Supervised Learning with Meta-Gradient | Jul 8, 2020 | Meta-LearningPseudo Label | CodeCode Available | 1 |
| Few-Shot One-Class Classification via Meta-Learning | Jul 8, 2020 | Anomaly DetectionClassification | CodeCode Available | 1 |
| MAMO: Memory-Augmented Meta-Optimization for Cold-start Recommendation | Jul 7, 2020 | Meta-LearningRecommendation Systems | CodeCode Available | 1 |
| Adaptive Risk Minimization: Learning to Adapt to Domain Shift | Jul 6, 2020 | BIG-bench Machine LearningDomain Generalization | CodeCode Available | 1 |
| Covariate Distribution Aware Meta-learning | Jul 6, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network Embedding | Jul 6, 2020 | General ClassificationGraph structure learning | CodeCode Available | 1 |
| Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs | Jul 5, 2020 | Graph Neural NetworkMeta-Learning | CodeCode Available | 1 |
| Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains | Jul 4, 2020 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 |
| Neural Interactive Collaborative Filtering | Jul 4, 2020 | Collaborative FilteringMeta-Learning | CodeCode Available | 1 |
| Meta-Learning Stationary Stochastic Process Prediction with Convolutional Neural Processes | Jul 2, 2020 | Meta-LearningThompson Sampling | CodeCode Available | 1 |
| On the Iteration Complexity of Hypergradient Computation | Jun 29, 2020 | Computational EfficiencyHyperparameter Optimization | CodeCode Available | 1 |
| Laplacian Regularized Few-Shot Learning | Jun 29, 2020 | ClusteringFew-Shot Image Classification | CodeCode Available | 1 |
| Few-Shot Microscopy Image Cell Segmentation | Jun 29, 2020 | Cell SegmentationFew-Shot Learning | CodeCode Available | 1 |
| Universal linguistic inductive biases via meta-learning | Jun 29, 2020 | Language AcquisitionMeta-Learning | CodeCode Available | 1 |
| Many-Class Few-Shot Learning on Multi-Granularity Class Hierarchy | Jun 28, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Laplacian Regularized Few-Shot Learning | Jun 28, 2020 | ClusteringFew-Shot Image Classification | CodeCode Available | 1 |
| A Simple Approach to Case-Based Reasoning in Knowledge Bases | Jun 25, 2020 | Knowledge GraphsMeta-Learning | CodeCode Available | 1 |
| AReLU: Attention-based Rectified Linear Unit | Jun 24, 2020 | Meta-LearningTransfer Learning | CodeCode Available | 1 |
| Graph Prototypical Networks for Few-shot Learning on Attributed Networks | Jun 23, 2020 | ClassificationDrug Discovery | CodeCode Available | 1 |
| Learning with AMIGo: Adversarially Motivated Intrinsic Goals | Jun 22, 2020 | Meta-LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Self-Supervised Prototypical Transfer Learning for Few-Shot Classification | Jun 19, 2020 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Task-Agnostic Online Reinforcement Learning with an Infinite Mixture of Gaussian Processes | Jun 19, 2020 | Continual LearningDecision Making | CodeCode Available | 1 |
| Self-supervised Knowledge Distillation for Few-shot Learning | Jun 17, 2020 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| MetaSDF: Meta-learning Signed Distance Functions | Jun 17, 2020 | DecoderMeta-Learning | CodeCode Available | 1 |
| Personalized Federated Learning with Moreau Envelopes | Jun 16, 2020 | DiversityFederated Learning | CodeCode Available | 1 |
| Flexible Dataset Distillation: Learn Labels Instead of Images | Jun 15, 2020 | Dataset DistillationData Summarization | CodeCode Available | 1 |
| Graph Meta Learning via Local Subgraphs | Jun 14, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| MetaPerturb: Transferable Regularizer for Heterogeneous Tasks and Architectures | Jun 13, 2020 | Meta-LearningTransfer Learning | CodeCode Available | 1 |
| Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction | Jun 11, 2020 | graph constructionKnowledge Graph Completion | CodeCode Available | 1 |
| Personalized Image Aesthetics Assessment via Meta-Learning With Bilevel Gradient Optimization | Jun 11, 2020 | Aesthetics Quality AssessmentMeta-Learning | CodeCode Available | 1 |
| MC-BERT: Efficient Language Pre-Training via a Meta Controller | Jun 10, 2020 | Binary ClassificationCloze Test | CodeCode Available | 1 |
| Learning to Stop While Learning to Predict | Jun 9, 2020 | Meta-Learning | CodeCode Available | 1 |
| Adaptive Subspaces for Few-Shot Learning | Jun 1, 2020 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Attentive Weights Generation for Few Shot Learning via Information Maximization | Jun 1, 2020 | ClassificationFew-Shot Image Classification | CodeCode Available | 1 |
| Training Noise-Robust Deep Neural Networks via Meta-Learning | Jun 1, 2020 | Meta-Learning | CodeCode Available | 1 |
| How to Retrain Recommender System? A Sequential Meta-Learning Method | May 27, 2020 | Meta-LearningRecommendation Systems | CodeCode Available | 1 |
| Few-Shot Open-Set Recognition using Meta-Learning | May 27, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| An Analysis of the Adaptation Speed of Causal Models | May 18, 2020 | Meta-LearningStochastic Optimization | CodeCode Available | 1 |
