SOTAVerified

Meta-Learning

Meta-learning is a methodology considered with "learning to learn" machine learning algorithms.

( Image credit: Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks )

Papers

Showing 501525 of 3569 papers

TitleStatusHype
La-MAML: Look-ahead Meta Learning for Continual LearningCode1
Improving Generalization in Meta-learning via Task AugmentationCode1
Few-Shot Object Detection and Viewpoint Estimation for Objects in the WildCode1
Fuzzy Graph Neural Network for Few-Shot LearningCode1
Probabilistic Active Meta-LearningCode1
Discovering Reinforcement Learning AlgorithmsCode1
Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous GraphsCode1
How to trust unlabeled data? Instance Credibility Inference for Few-Shot LearningCode1
Gradient-based Hyperparameter Optimization Over Long HorizonsCode1
Few-shot Scene-adaptive Anomaly DetectionCode1
Concept Learners for Few-Shot LearningCode1
Meta Soft Label Generation for Noisy LabelsCode1
Few-Shot One-Class Classification via Meta-LearningCode1
Semi-Supervised Learning with Meta-GradientCode1
MAMO: Memory-Augmented Meta-Optimization for Cold-start RecommendationCode1
Adaptive Risk Minimization: Learning to Adapt to Domain ShiftCode1
Covariate Distribution Aware Meta-learningCode1
Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network EmbeddingCode1
Few-shot Relation Extraction via Bayesian Meta-learning on Relation GraphsCode1
Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen DomainsCode1
Neural Interactive Collaborative FilteringCode1
Meta-Learning Stationary Stochastic Process Prediction with Convolutional Neural ProcessesCode1
Universal linguistic inductive biases via meta-learningCode1
On the Iteration Complexity of Hypergradient ComputationCode1
Laplacian Regularized Few-Shot LearningCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MZ+ReconMeta-train success rate97.8Unverified
2MZMeta-train success rate97.6Unverified
3MAMLMeta-test success rate36Unverified
4RL^2Meta-test success rate10Unverified
5DnCMeta-test success rate5.4Unverified
6PEARLMeta-test success rate0Unverified
#ModelMetricClaimedVerifiedStatus
1SoftModuleAverage Success Rate60Unverified
2Multi-task multi-head SACAverage Success Rate35.85Unverified
3DisCorAverage Success Rate26Unverified
4NDPAverage Success Rate11Unverified
#ModelMetricClaimedVerifiedStatus
1MZ+ReconMeta-test success rate (zero-shot)18.5Unverified
2MZMeta-test success rate (zero-shot)17.7Unverified
#ModelMetricClaimedVerifiedStatus
1Metadrop% Test Accuracy95.75Unverified