| MetaAge: Meta-Learning Personalized Age Estimators | Jul 12, 2022 | Age EstimationMeta-Learning | CodeCode Available | 0 |
| Few-Shot Semantic Relation Prediction across Heterogeneous Graphs | Jul 11, 2022 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Continual Few-Shot Learning with Adversarial Class Storage | Jul 10, 2022 | continual few-shot learningFew-Shot Learning | —Unverified | 0 |
| Transformer Neural Processes: Uncertainty-Aware Meta Learning Via Sequence Modeling | Jul 9, 2022 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Generating Pseudo-labels Adaptively for Few-shot Model-Agnostic Meta-Learning | Jul 9, 2022 | Few-Shot LearningMeta-Learning | —Unverified | 0 |
| Few 'Zero Level Set'-Shot Learning of Shape Signed Distance Functions in Feature Space | Jul 9, 2022 | 3D ReconstructionDecoder | CodeCode Available | 0 |
| On the Subspace Structure of Gradient-Based Meta-Learning | Jul 8, 2022 | Few-Shot Learningimage-classification | —Unverified | 0 |
| MACFE: A Meta-learning and Causality Based Feature Engineering Framework | Jul 8, 2022 | Feature Engineeringfeature selection | CodeCode Available | 0 |
| Online Bayesian Meta-Learning for Cognitive Tracking Radar | Jul 7, 2022 | Meta-Learning | —Unverified | 0 |
| Meta-Learning the Difference: Preparing Large Language Models for Efficient Adaptation | Jul 7, 2022 | Abstractive Text SummarizationLanguage Modeling | CodeCode Available | 0 |
| Adaptive Personlization in Federated Learning for Highly Non-i.i.d. Data | Jul 7, 2022 | ClusteringFederated Learning | —Unverified | 0 |
| Style Interleaved Learning for Generalizable Person Re-identification | Jul 7, 2022 | Computational EfficiencyDomain Generalization | CodeCode Available | 0 |
| A Large Scale Search Dataset for Unbiased Learning to Rank | Jul 7, 2022 | Causal DiscoveryLanguage Modelling | CodeCode Available | 1 |
| PAC Prediction Sets for Meta-Learning | Jul 6, 2022 | Autonomous VehiclesMeta-Learning | —Unverified | 0 |
| FewSOL: A Dataset for Few-Shot Object Learning in Robotic Environments | Jul 6, 2022 | AttributeClassification | CodeCode Available | 0 |
| Betty: An Automatic Differentiation Library for Multilevel Optimization | Jul 5, 2022 | GPUHyperparameter Optimization | —Unverified | 0 |
| TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second | Jul 5, 2022 | AutoMLBayesian Inference | CodeCode Available | 5 |
| A Unified Meta-Learning Framework for Dynamic Transfer Learning | Jul 5, 2022 | Meta-LearningTransfer Learning | CodeCode Available | 0 |
| Test-time Adaptation for Real Image Denoising via Meta-transfer Learning | Jul 5, 2022 | Auxiliary LearningDenoising | —Unverified | 0 |
| Adaptive Fine-Grained Sketch-Based Image Retrieval | Jul 4, 2022 | Image RetrievalMeta-Learning | CodeCode Available | 0 |
| The least-control principle for local learning at equilibrium | Jul 4, 2022 | BIG-bench Machine LearningMeta-Learning | CodeCode Available | 0 |
| Amsqr at SemEval-2022 Task 4: Towards AutoNLP via Meta-Learning and Adversarial Data Augmentation for PCL Detection | Jul 1, 2022 | Binary ClassificationData Augmentation | —Unverified | 0 |
| Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling | Jul 1, 2022 | Contrastive LearningData Augmentation | —Unverified | 0 |
| LEA: Meta Knowledge-Driven Self-Attentive Document Embedding for Few-Shot Text Classification | Jul 1, 2022 | ClassificationDocument Embedding | —Unverified | 0 |
| On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning | Jul 1, 2022 | Intent DetectionMeta-Learning | CodeCode Available | 1 |