| Few-shot Classification via Adaptive Attention | Aug 6, 2020 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks | Mar 31, 2022 | class-incremental learningClass Incremental 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 |
| Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier | Jan 3, 2021 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| A Meta-Learning Approach for Graph Representation Learning in Multi-Task Settings | Dec 12, 2020 | Graph Representation LearningMeta-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 |
| Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-Learning | Nov 30, 2021 | 3D Human Pose EstimationCamera Calibration | CodeCode Available | 1 |
| A Meta-Learning Approach for Training Explainable Graph Neural Networks | Sep 20, 2021 | Graph ClassificationMeta-Learning | CodeCode Available | 1 |
| Few-Shot Named Entity Recognition: A Comprehensive Study | Dec 29, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Few-shot Network Anomaly Detection via Cross-network Meta-learning | Feb 22, 2021 | Anomaly DetectionFew-Shot Learning | CodeCode Available | 1 |
| Few-Shot Object Detection via Variational Feature Aggregation | Jan 31, 2023 | Few-Shot Object DetectionMeta-Learning | CodeCode Available | 1 |
| Few-Shot One-Class Classification via Meta-Learning | Jul 8, 2020 | Anomaly DetectionClassification | CodeCode Available | 1 |
| Few-shot Relational Reasoning via Connection Subgraph Pretraining | Oct 13, 2022 | Few-Shot Image ClassificationMeta-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 |
| Adaptive Multi-Teacher Knowledge Distillation with Meta-Learning | Jun 11, 2023 | Knowledge DistillationMeta-Learning | CodeCode Available | 1 |
| Few-shot Text Classification with Distributional Signatures | Aug 16, 2019 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 |
| Chameleon: A Data-Efficient Generalist for Dense Visual Prediction in the Wild | Apr 29, 2024 | Meta-Learning | CodeCode Available | 1 |
| Few-shot Visual Relationship Co-localization | Aug 26, 2021 | Meta-LearningObject | CodeCode Available | 1 |
| Continued Pretraining for Better Zero- and Few-Shot Promptability | Oct 19, 2022 | Language ModelingLanguage Modelling | 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 |
| DAC-MR: Data Augmentation Consistency Based Meta-Regularization for Meta-Learning | May 13, 2023 | Data AugmentationMeta-Learning | CodeCode Available | 1 |
| Adversarial Feature Augmentation for Cross-domain Few-shot Classification | Aug 23, 2022 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Generalising via Meta-Examples for Continual Learning in the Wild | Jan 28, 2021 | Continual LearningFew-Shot Learning | CodeCode Available | 1 |
| Generalizable Black-Box Adversarial Attack with Meta Learning | Jan 1, 2023 | Adversarial AttackMeta-Learning | CodeCode Available | 1 |
| Blind Super-Resolution via Meta-learning and Markov Chain Monte Carlo Simulation | Jun 13, 2024 | Blind Super-ResolutionImage Super-Resolution | 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 |
| BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach | Sep 19, 2022 | Bilevel OptimizationContinual Learning | CodeCode Available | 1 |
| Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning | Mar 17, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| A Brain Graph Foundation Model: Pre-Training and Prompt-Tuning for Any Atlas and Disorder | May 31, 2025 | Contrastive LearningMeta-Learning | 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-Evolving Meta-Learning for Low-Resource Medical Dialogue Generation | Dec 22, 2020 | DiagnosticDialogue Generation | CodeCode Available | 1 |
| Graph Few-shot Class-incremental Learning | Dec 23, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Graph Meta Network for Multi-Behavior Recommendation | Oct 8, 2021 | DiversityMeta-Learning | CodeCode Available | 1 |
| Graph Prototypical Networks for Few-shot Learning on Attributed Networks | Jun 23, 2020 | ClassificationDrug Discovery | CodeCode Available | 1 |
| AReLU: Attention-based Rectified Linear Unit | Jun 24, 2020 | Meta-LearningTransfer Learning | CodeCode Available | 1 |
| GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View Synthesis | May 31, 2024 | Bilevel OptimizationMeta-Learning | CodeCode Available | 1 |
| HarmoDT: Harmony Multi-Task Decision Transformer for Offline Reinforcement Learning | May 28, 2024 | ManagementMeta-Learning | CodeCode Available | 1 |
| Harnessing Meta-Learning for Improving Full-Frame Video Stabilization | Mar 6, 2024 | Meta-LearningTest-time Adaptation | CodeCode Available | 1 |
| How Sensitive are Meta-Learners to Dataset Imbalance? | Apr 12, 2021 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Amortized Probabilistic Conditioning for Optimization, Simulation and Inference | Oct 20, 2024 | Bayesian OptimizationMeta-Learning | CodeCode Available | 1 |
| Adaptive Subspaces for Few-Shot Learning | Jun 1, 2020 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| How to train your MAML | Oct 22, 2018 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| A contrastive rule for meta-learning | Apr 4, 2021 | Meta-Learning | CodeCode Available | 1 |
| Hypernetwork approach to Bayesian MAML | Oct 6, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Adaptive Transfer Learning on Graph Neural Networks | Jul 19, 2021 | Meta-LearningMulti-Task Learning | CodeCode Available | 1 |
| Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach | Jul 20, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
