| Memory Efficient Meta-Learning with Large Images | Jul 2, 2021 | Few-Shot Image ClassificationGPU | CodeCode Available | 1 |
| Few-Shot Learning with a Strong Teacher | Jul 1, 2021 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| How to Train Your MAML to Excel in Few-Shot Classification | Jun 30, 2021 | ClassificationMeta-Learning | CodeCode Available | 1 |
| Relational VAE: A Continuous Latent Variable Model for Graph Structured Data | Jun 30, 2021 | Meta-LearningRelational Reasoning | CodeCode Available | 1 |
| MAML is a Noisy Contrastive Learner in Classification | Jun 29, 2021 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image Segmentation | Jun 24, 2021 | DisentanglementImage Segmentation | CodeCode Available | 1 |
| Mutual-Information Based Few-Shot Classification | Jun 23, 2021 | BenchmarkingClassification | CodeCode Available | 1 |
| MetaAvatar: Learning Animatable Clothed Human Models from Few Depth Images | Jun 22, 2021 | Meta-Learning | CodeCode Available | 1 |
| Transfer Bayesian Meta-learning via Weighted Free Energy Minimization | Jun 20, 2021 | Gaussian ProcessesMeta-Learning | CodeCode Available | 1 |
| EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization | Jun 19, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Delving Deep Into Many-to-Many Attention for Few-Shot Video Object Segmentation | Jun 19, 2021 | Meta-LearningSemantic Segmentation | CodeCode Available | 1 |
| On Contrastive Representations of Stochastic Processes | Jun 18, 2021 | Meta-LearningTime Series | CodeCode Available | 1 |
| Meta-Calibration: Learning of Model Calibration Using Differentiable Expected Calibration Error | Jun 17, 2021 | Meta-Learning | CodeCode Available | 1 |
| HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning | Jun 16, 2021 | Meta-LearningNeural Architecture Search | CodeCode Available | 1 |
| Transductive Few-Shot Learning: Clustering is All You Need? | Jun 16, 2021 | AllClustering | CodeCode Available | 1 |
| Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation | Jun 16, 2021 | Few-Shot Image Classificationimage-classification | CodeCode Available | 1 |
| Automated Machine Learning Techniques for Data Streams | Jun 14, 2021 | AutoMLBIG-bench Machine Learning | CodeCode Available | 1 |
| Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data | Jun 14, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Provably Faster Algorithms for Bilevel Optimization | Jun 8, 2021 | Bilevel OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| Meta-Learning to Compositionally Generalize | Jun 8, 2021 | Meta-LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| BERT Learns to Teach: Knowledge Distillation with Meta Learning | Jun 8, 2021 | Knowledge DistillationMeta-Learning | CodeCode Available | 1 |
| Self-Supervision & Meta-Learning for One-Shot Unsupervised Cross-Domain Detection | Jun 7, 2021 | Domain AdaptationMeta-Learning | CodeCode Available | 1 |
| Meta-Learning with Fewer Tasks through Task Interpolation | Jun 4, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Light Field Networks: Neural Scene Representations with Single-Evaluation Rendering | Jun 4, 2021 | Meta-LearningScene Understanding | CodeCode Available | 1 |
| Write like you: Synthesizing your cursive online Chinese handwriting via metric-based meta learning | Jun 4, 2021 | DecoderMeta-Learning | CodeCode Available | 1 |
| Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond | Jun 1, 2021 | Data AugmentationEntity Resolution | CodeCode Available | 1 |
| BaMBNet: A Blur-aware Multi-branch Network for Defocus Deblurring | May 31, 2021 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 |
| Meta-HAR: Federated Representation Learning for Human Activity Recognition | May 31, 2021 | Activity PredictionActivity Recognition | CodeCode Available | 1 |
| Learning to Expand Audience via Meta Hybrid Experts and Critics for Recommendation and Advertising | May 31, 2021 | MarketingMeta-Learning | CodeCode Available | 1 |
| Towards mental time travel: a hierarchical memory for reinforcement learning agents | May 28, 2021 | Meta-LearningNavigate | CodeCode Available | 1 |
| ProtAugment: Unsupervised diverse short-texts paraphrasing for intent detection meta-learning | May 27, 2021 | DiversityIntent Detection | CodeCode Available | 1 |
| MIASSR: An Approach for Medical Image Arbitrary Scale Super-Resolution | May 22, 2021 | Image Super-ResolutionMeta-Learning | CodeCode Available | 1 |
| Minimum-Delay Adaptation in Non-Stationary Reinforcement Learning via Online High-Confidence Change-Point Detection | May 20, 2021 | Change Point DetectionMeta-Learning | CodeCode Available | 1 |
| Bag of Tricks for Long-Tailed Visual Recognition with Deep Convolutional Neural Networks | May 19, 2021 | Data AugmentationMeta-Learning | CodeCode Available | 1 |
| Learning Graph Meta Embeddings for Cold-Start Ads in Click-Through Rate Prediction | May 19, 2021 | Click-Through Rate PredictionMeta-Learning | CodeCode Available | 1 |
| Multiple Meta-model Quantifying for Medical Visual Question Answering | May 19, 2021 | Medical Visual Question AnsweringMeta-Learning | CodeCode Available | 1 |
| AutoDebias: Learning to Debias for Recommendation | May 10, 2021 | ImputationMeta-Learning | CodeCode Available | 1 |
| Adv-Makeup: A New Imperceptible and Transferable Attack on Face Recognition | May 7, 2021 | Adversarial AttackFace Generation | CodeCode Available | 1 |
| Meta-Learning-Based Deep Reinforcement Learning for Multiobjective Optimization Problems | May 6, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Faster Meta Update Strategy for Noise-Robust Deep Learning | Apr 30, 2021 | Deep LearningImage Classification | CodeCode Available | 1 |
| Cross-Domain Few-Shot Classification via Adversarial Task Augmentation | Apr 29, 2021 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion | Apr 27, 2021 | Few-Shot LearningKnowledge Graph Completion | CodeCode Available | 1 |
| X-METRA-ADA: Cross-lingual Meta-Transfer Learning Adaptation to Natural Language Understanding and Question Answering | Apr 20, 2021 | Cross-Lingual TransferMeta-Learning | CodeCode Available | 1 |
| Editing Factual Knowledge in Language Models | Apr 16, 2021 | Fact CheckingMeta-Learning | CodeCode Available | 1 |
| MetaXL: Meta Representation Transformation for Low-resource Cross-lingual Learning | Apr 16, 2021 | Cross-Lingual TransferMeta-Learning | CodeCode Available | 1 |
| Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment | Apr 15, 2021 | Few-Shot LearningFew-Shot Object Detection | CodeCode Available | 1 |
| Generalizable No-Reference Image Quality Assessment via Deep Meta-learning | Apr 15, 2021 | Image Quality AssessmentMeta-Learning | CodeCode Available | 1 |
| Learning Normal Dynamics in Videos with Meta Prototype Network | Apr 14, 2021 | Anomaly DetectionMeta-Learning | CodeCode Available | 1 |
| How Sensitive are Meta-Learners to Dataset Imbalance? | Apr 12, 2021 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Direct Differentiable Augmentation Search | Apr 9, 2021 | AutoMLData Augmentation | CodeCode Available | 1 |
