| Are Few-Shot Learning Benchmarks too Simple ? Solving them without Task Supervision at Test-Time | Feb 22, 2019 | ClusteringFew-Shot Learning | CodeCode Available | 0 | 5 |
| A Neural-Symbolic Architecture for Inverse Graphics Improved by Lifelong Meta-Learning | May 22, 2019 | Few-Shot LearningMeta-Learning | CodeCode Available | 0 | 5 |
| Fast Unsupervised Deep Outlier Model Selection with Hypernetworks | Jul 20, 2023 | Meta-Learningmodel | CodeCode Available | 0 | 5 |
| PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction | Oct 1, 2023 | Few-Shot LearningGraph Neural Network | CodeCode Available | 0 | 5 |
| Incorporating Test-Time Optimization into Training with Dual Networks for Human Mesh Recovery | Jan 25, 2024 | Human Mesh RecoveryMeta-Learning | CodeCode Available | 0 | 5 |
| In-Context Learning for MIMO Equalization Using Transformer-Based Sequence Models | Nov 10, 2023 | In-Context LearningMeta-Learning | CodeCode Available | 0 | 5 |
| CellCLAT: Preserving Topology and Trimming Redundancy in Self-Supervised Cellular Contrastive Learning | May 27, 2025 | Contrastive LearningGraph Learning | CodeCode Available | 0 | 5 |
| Hierarchically Structured Meta-learning | May 13, 2019 | ClusteringContinual Learning | CodeCode Available | 0 | 5 |
| Cross-Modal Generalization: Learning in Low Resource Modalities via Meta-Alignment | Dec 4, 2020 | Meta-Learningtext-to-speech | CodeCode Available | 0 | 5 |
| In-Context Learning through the Bayesian Prism | Jun 8, 2023 | Bayesian InferenceIn-Context Learning | CodeCode Available | 0 | 5 |
| Meta-Learning with Variational Bayes | Mar 3, 2021 | Meta-Learning | CodeCode Available | 0 | 5 |
| High-order structure preserving graph neural network for few-shot learning | May 29, 2020 | Few-Shot LearningGraph Neural Network | CodeCode Available | 0 | 5 |
| Meta-Learning with Versatile Loss Geometries for Fast Adaptation Using Mirror Descent | Dec 20, 2023 | Few-Shot LearningMeta-Learning | CodeCode Available | 0 | 5 |
| Improving Generalization in Meta-Learning via Meta-Gradient Augmentation | Jun 14, 2023 | Few-Shot LearningMemorization | CodeCode Available | 0 | 5 |
| Associative Alignment for Few-shot Image Classification | Dec 11, 2019 | ClassificationDomain Adaptation | CodeCode Available | 0 | 5 |
| MetaLR: Meta-tuning of Learning Rates for Transfer Learning in Medical Imaging | Jun 3, 2022 | Medical Image AnalysisMeta-Learning | CodeCode Available | 0 | 5 |
| Improving Memory Efficiency for Training KANs via Meta Learning | Jun 9, 2025 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| Improving Federated Learning Personalization via Model Agnostic Meta Learning | Sep 27, 2019 | Federated LearningMeta-Learning | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Improving Meta-Continual Learning Representations with Representation Replay | Sep 29, 2021 | Continual LearningMeta-Learning | CodeCode Available | 0 | 5 |
| Improving Both Domain Robustness and Domain Adaptability in Machine Translation | Dec 15, 2021 | Domain AdaptationMachine Translation | CodeCode Available | 0 | 5 |
| Fast Meta-Learning for Adaptive Hierarchical Classifier Design | Nov 9, 2017 | Binary ClassificationClassification | CodeCode Available | 0 | 5 |
| Improve Meta-learning for Few-Shot Text Classification with All You Can Acquire from the Tasks | Oct 14, 2024 | AllFew-Shot Text Classification | CodeCode Available | 0 | 5 |
| Improving Arabic Multi-Label Emotion Classification using Stacked Embeddings and Hybrid Loss Function | Oct 4, 2024 | ClassificationContrastive Learning | CodeCode Available | 0 | 5 |
| Improving Meta-Learning Generalization with Activation-Based Early-Stopping | Aug 3, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 0 | 5 |