| Automated Relational Meta-learning | Jan 3, 2020 | Few-Shot Image Classificationimage-classification | CodeCode Available | 1 |
| A Broader Study of Cross-Domain Few-Shot Learning | Dec 16, 2019 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Meta-Learning of Neural Architectures for Few-Shot Learning | Nov 25, 2019 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning | Nov 12, 2019 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation | Oct 30, 2019 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Meta-Learning to Communicate: Fast End-to-End Training for Fading Channels | Oct 22, 2019 | DecoderMeta-Learning | CodeCode Available | 1 |
| VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning | Oct 18, 2019 | Meta-LearningMuJoCo | CodeCode Available | 1 |
| Solving Rubik's Cube with a Robot Hand | Oct 16, 2019 | Meta-LearningRubik's Cube | CodeCode Available | 1 |
| Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels | Oct 11, 2019 | Bayesian InferenceDomain Adaptation | CodeCode Available | 1 |
| Meta-Transfer Learning through Hard Tasks | Oct 7, 2019 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Learning Neural Causal Models from Unknown Interventions | Oct 2, 2019 | Meta-Learning | CodeCode Available | 1 |
| Overcoming Data Limitation in Medical Visual Question Answering | Sep 26, 2019 | DenoisingMedical Visual Question Answering | CodeCode Available | 1 |
| Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML | Sep 19, 2019 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Stacking Models for Nearly Optimal Link Prediction in Complex Networks | Sep 17, 2019 | DiversityLink Prediction | CodeCode Available | 1 |
| Meta-Learning with Implicit Gradients | Sep 10, 2019 | Few-Shot Image ClassificationFew-Shot 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 |
| Few-shot Text Classification with Distributional Signatures | Aug 16, 2019 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 |
| Learning to learn with quantum neural networks via classical neural networks | Jul 11, 2019 | Meta-Learning | CodeCode Available | 1 |
| Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes | Jun 18, 2019 | Active LearningContinual Learning | CodeCode Available | 1 |
| Meta Dropout: Learning to Perturb Features for Generalization | May 30, 2019 | BIG-bench Machine LearningMeta-Learning | CodeCode Available | 1 |
| ViterbiNet: A Deep Learning Based Viterbi Algorithm for Symbol Detection | May 26, 2019 | Deep LearningMeta-Learning | CodeCode Available | 1 |
| Warm Up Cold-start Advertisements: Improving CTR Predictions via Learning to Learn ID Embeddings | Apr 25, 2019 | Click-Through Rate PredictionMeta-Learning | CodeCode Available | 1 |
| Meta-Learning with Differentiable Convex Optimization | Apr 7, 2019 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| MetaPruning: Meta Learning for Automatic Neural Network Channel Pruning | Mar 25, 2019 | AutoMLMeta-Learning | CodeCode Available | 1 |
| Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples | Mar 7, 2019 | Few-Shot Image ClassificationGeneral Classification | CodeCode Available | 1 |
| Model Primitive Hierarchical Lifelong Reinforcement Learning | Mar 4, 2019 | Hierarchical Reinforcement LearningLifelong learning | CodeCode Available | 1 |
| Induction Networks for Few-Shot Text Classification | Feb 27, 2019 | Few-Shot Text ClassificationGeneral Classification | CodeCode Available | 1 |
| Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting | Feb 20, 2019 | Image ClassificationMeta-Learning | CodeCode Available | 1 |
| Particle Flow Bayes' Rule | Feb 2, 2019 | Bayesian InferenceMeta-Learning | CodeCode Available | 1 |
| Modular meta-learning in abstract graph networks for combinatorial generalization | Dec 19, 2018 | Meta-Learning | CodeCode Available | 1 |
| Meta-Transfer Learning for Few-Shot Learning | Dec 6, 2018 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Few-shot Object Detection via Feature Reweighting | Dec 5, 2018 | Few-Shot LearningFew-Shot Object Detection | CodeCode Available | 1 |
| Transferring Knowledge across Learning Processes | Dec 3, 2018 | Meta-LearningReinforcement Learning | CodeCode Available | 1 |
| LEAF: A Benchmark for Federated Settings | Dec 3, 2018 | Autonomous VehiclesBenchmarking | CodeCode Available | 1 |
| Learning to Learn How to Learn: Self-Adaptive Visual Navigation Using Meta-Learning | Dec 3, 2018 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 1 |
| Learning to Learn without Forgetting by Maximizing Transfer and Minimizing Interference | Oct 29, 2018 | Continual LearningMeta-Learning | CodeCode Available | 1 |
| How to train your MAML | Oct 22, 2018 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Fast Context Adaptation via Meta-Learning | Oct 8, 2018 | General ClassificationMeta-Learning | CodeCode Available | 1 |
| Learning Quickly to Plan Quickly Using Modular Meta-Learning | Sep 20, 2018 | Meta-Learning | CodeCode Available | 1 |
| Characterizing classification datasets: a study of meta-features for meta-learning | Aug 30, 2018 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| Meta-Learning with Latent Embedding Optimization | Jul 16, 2018 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Modular meta-learning | Jun 26, 2018 | Meta-Learning | CodeCode Available | 1 |
| Bayesian Model-Agnostic Meta-Learning | Jun 11, 2018 | Active Learningimage-classification | CodeCode Available | 1 |
| Meta-learning with differentiable closed-form solvers | May 21, 2018 | BIG-bench Machine LearningFew-Shot Learning | CodeCode Available | 1 |
| Learning to Adapt in Dynamic, Real-World Environments Through Meta-Reinforcement Learning | Mar 30, 2018 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Learning to Reweight Examples for Robust Deep Learning | Mar 24, 2018 | Deep LearningMeta-Learning | CodeCode Available | 1 |
| On First-Order Meta-Learning Algorithms | Mar 8, 2018 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Meta-Learning for Semi-Supervised Few-Shot Classification | Mar 2, 2018 | General ClassificationMeta-Learning | CodeCode Available | 1 |
| AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning | Feb 20, 2018 | Bayesian OptimizationDiagnostic | CodeCode Available | 1 |
| Learning to Compare: Relation Network for Few-Shot Learning | Nov 16, 2017 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
