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 27762800 of 3569 papers

TitleStatusHype
Don’t Wait, Just Weight: Improving Unsupervised Representations by Learning Goal-Driven Instance Weights0
Meta Learning for Support Recovery in High-dimensional Precision Matrix Estimation0
Learning with AMIGo: Adversarially Motivated Intrinsic GoalsCode1
Don't Wait, Just Weight: Improving Unsupervised Representations by Learning Goal-Driven Instance Weights0
Learning to Generate Noise for Multi-Attack RobustnessCode0
Siamese Meta-Learning and Algorithm Selection with 'Algorithm-Performance Personas' [Proposal]0
Gradient-EM Bayesian Meta-learning0
Task-Agnostic Online Reinforcement Learning with an Infinite Mixture of Gaussian ProcessesCode1
Self-Supervised Prototypical Transfer Learning for Few-Shot ClassificationCode1
Meta Learning in the Continuous Time Limit0
Unsupervised Meta-Learning through Latent-Space Interpolation in Generative Models0
Enhancing Few-Shot Image Classification with Unlabelled Examples0
MetaSDF: Meta-learning Signed Distance FunctionsCode1
Robust Meta-learning for Mixed Linear Regression with Small Batches0
Self-supervised Knowledge Distillation for Few-shot LearningCode1
Learning to Learn with Feedback and Local Plasticity0
Convergence of Meta-Learning with Task-Specific Adaptation over Partial Parameters0
Personalized Federated Learning with Moreau EnvelopesCode1
META-Learning Eligibility Traces for More Sample Efficient Temporal Difference LearningCode0
Towards an Unsupervised Method for Model Selection in Few-Shot Learning0
Automatic Validation of Textual Attribute Values in E-commerce Catalog by Learning with Limited Labeled Data0
Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning0
Flexible Dataset Distillation: Learn Labels Instead of ImagesCode1
Graph Meta Learning via Local SubgraphsCode1
Provably Efficient Model-based Policy Adaptation0
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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