| Contrastive Meta-Learning for Partially Observable Few-Shot Learning | Jan 30, 2023 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Few-Shot Open-Set Recognition using Meta-Learning | May 27, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Distilling Meta Knowledge on Heterogeneous Graph for Illicit Drug Trafficker Detection on Social Media | Dec 1, 2021 | Knowledge DistillationMarketing | CodeCode Available | 1 |
| Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs | Jul 5, 2020 | Graph Neural NetworkMeta-Learning | CodeCode Available | 1 |
| An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling | Sep 27, 2021 | Few-shot NERMeta-Learning | CodeCode Available | 1 |
| DoE2Vec: Deep-learning Based Features for Exploratory Landscape Analysis | Mar 31, 2023 | Deep LearningFeature Engineering | CodeCode Available | 1 |
| Induction Networks for Few-Shot Text Classification | Feb 27, 2019 | Few-Shot Text ClassificationGeneral Classification | CodeCode Available | 1 |
| Few-Shot Unsupervised Continual Learning through Meta-Examples | Sep 17, 2020 | ClusteringContinual Learning | CodeCode Available | 1 |
| Discovering Reinforcement Learning Algorithms | Jul 17, 2020 | Atari GamesMeta-Learning | CodeCode Available | 1 |
| FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification | Jun 17, 2022 | Federated LearningFew-Shot Learning | CodeCode Available | 1 |
| FLEX: Unifying Evaluation for Few-Shot NLP | Jul 15, 2021 | Few-Shot LearningLanguage Modeling | CodeCode Available | 1 |
| Towards Foundation Model for Chemical Reactor Modeling: Meta-Learning with Physics-Informed Adaptation | May 20, 2024 | Chemical ProcessMeta-Learning | CodeCode Available | 1 |
| Context-Aware Meta-Learning | Oct 17, 2023 | Few-Shot Image ClassificationIn-Context Learning | CodeCode Available | 1 |
| ContrastNet: A Contrastive Learning Framework for Few-Shot Text Classification | May 16, 2023 | ClassificationContrastive Learning | CodeCode Available | 1 |
| FSPO: Few-Shot Preference Optimization of Synthetic Preference Data in LLMs Elicits Effective Personalization to Real Users | Feb 26, 2025 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Fuzzy Graph Neural Network for Few-Shot Learning | Jul 19, 2020 | Few-Shot LearningGraph Neural Network | CodeCode Available | 1 |
| Discovering Temporally-Aware Reinforcement Learning Algorithms | Feb 8, 2024 | Meta-Learningreinforcement-learning | CodeCode Available | 1 |
| Generalizable No-Reference Image Quality Assessment via Deep Meta-learning | Apr 15, 2021 | Image Quality AssessmentMeta-Learning | CodeCode Available | 1 |
| Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning | Dec 8, 2022 | Cancer ClassificationContrastive Learning | CodeCode Available | 1 |
| Generative Meta-Learning Robust Quality-Diversity Portfolio | Jul 15, 2023 | DiversityMeta-Learning | CodeCode Available | 1 |
| Adversarial Feature Augmentation for Cross-domain Few-shot Classification | Aug 23, 2022 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| BOIL: Towards Representation Change for Few-shot Learning | Aug 20, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Discovering Minimal Reinforcement Learning Environments | Jun 18, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| GPT-PINN: Generative Pre-Trained Physics-Informed Neural Networks toward non-intrusive Meta-learning of parametric PDEs | Mar 27, 2023 | Meta-Learning | CodeCode Available | 1 |
| Graph Prototypical Networks for Few-shot Learning on Attributed Networks | Jun 23, 2020 | ClassificationDrug Discovery | CodeCode Available | 1 |
| Graph Representation Learning for Multi-Task Settings: a Meta-Learning Approach | Jan 10, 2022 | Graph Representation LearningMeta-Learning | CodeCode Available | 1 |
| Continuous Optical Zooming: A Benchmark for Arbitrary-Scale Image Super-Resolution in Real World | Jan 1, 2024 | Image Super-ResolutionMeta-Learning | CodeCode Available | 1 |
| Grounded Language Learning Fast and Slow | Sep 3, 2020 | Grounded language learningMeta-Learning | CodeCode Available | 1 |
| A Physics-Informed Meta-Learning Framework for the Continuous Solution of Parametric PDEs on Arbitrary Geometries | Apr 3, 2025 | DecoderMeta-Learning | CodeCode Available | 1 |
| Concept Learners for Few-Shot Learning | Jul 14, 2020 | Few-Shot LearningFine-Grained Image Classification | CodeCode Available | 1 |
| Concrete Subspace Learning based Interference Elimination for Multi-task Model Fusion | Dec 11, 2023 | Meta-LearningTask Arithmetic | CodeCode Available | 1 |
| A picture of the space of typical learnable tasks | Oct 31, 2022 | Contrastive LearningMeta-Learning | CodeCode Available | 1 |
| Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning | Aug 15, 2022 | Contrastive LearningFew-Shot Learning | CodeCode Available | 1 |
| How Sensitive are Meta-Learners to Dataset Imbalance? | Apr 12, 2021 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| How to train your MAML | Oct 22, 2018 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| How to Train Your MAML to Excel in Few-Shot Classification | Jun 30, 2021 | ClassificationMeta-Learning | CodeCode Available | 1 |
| Adv-Makeup: A New Imperceptible and Transferable Attack on Face Recognition | May 7, 2021 | Adversarial AttackFace Generation | CodeCode Available | 1 |
| Copolymer Informatics with Multi-Task Deep Neural Networks | Mar 25, 2021 | Meta-LearningMulti-Task Learning | CodeCode Available | 1 |
| Hypernetworks build Implicit Neural Representations of Sounds | Feb 9, 2023 | Image CompressionImage Super-Resolution | CodeCode Available | 1 |
| Hyperparameter Importance Across Datasets | Oct 12, 2017 | Hyperparameter OptimizationMeta-Learning | CodeCode Available | 1 |
| Can Learned Optimization Make Reinforcement Learning Less Difficult? | Jul 9, 2024 | Decision MakingMeta-Learning | CodeCode Available | 1 |
| DisCor: Corrective Feedback in Reinforcement Learning via Distribution Correction | Mar 16, 2020 | Deep Reinforcement LearningMeta-Learning | CodeCode Available | 1 |
| Improving Language Plasticity via Pretraining with Active Forgetting | Jul 3, 2023 | Meta-Learning | CodeCode Available | 1 |
| Consolidated learning -- a domain-specific model-free optimization strategy with examples for XGBoost and MIMIC-IV | Jan 27, 2022 | Meta-Learning | CodeCode Available | 1 |
| Incremental Object Detection via Meta-Learning | Mar 17, 2020 | Incremental LearningKnowledge Distillation | CodeCode Available | 1 |
| Influence-Balanced Loss for Imbalanced Visual Classification | Oct 6, 2021 | ClassificationLong-tail Learning | CodeCode Available | 1 |
| Instance Credibility Inference for Few-Shot Learning | Mar 26, 2020 | Data AugmentationFew-Shot Image Classification | CodeCode Available | 1 |
| Interventional Few-Shot Learning | Sep 28, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations | Aug 30, 2019 | Link PredictionMeta-Learning | CodeCode Available | 1 |
| Discovering modular solutions that generalize compositionally | Dec 22, 2023 | Meta-Learning | CodeCode Available | 1 |
