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 35263550 of 3569 papers

TitleStatusHype
Labeled Memory Networks for Online Model Adaptation0
Learning to Learn: Meta-Critic Networks for Sample Efficient Learning0
A Meta-Learning Approach to One-Step Active Learning0
Exploring the similarity of medical imaging classification problemsCode0
Meta learning Framework for Automated Driving0
Meta-Learning for Resampling Recommendation SystemsCode0
Gradient Estimators for Implicit ModelsCode0
REMIX: Automated Exploration for Interactive Outlier Detection0
Probabilistic Matrix Factorization for Automated Machine LearningCode0
One-Shot Imitation Learning0
RECOD Titans at ISIC Challenge 2017Code0
Meta NetworksCode0
Online Meta-learning by Parallel Algorithm Competition0
Learning to Multi-Task by Active SamplingCode0
A Stylometric Inquiry into Hyperpartisan and Fake NewsCode0
Minimally Naturalistic Artificial Intelligence0
Set2Model Networks: Learning Discriminatively To Learn Generative Models0
Learning to reinforcement learnCode0
Learning to Learn Neural Networks0
Active exploration in parameterized reinforcement learningCode0
Fast Image Classification by Boosting Fuzzy Classifiers0
A Greedy Approach to Adapting the Trace Parameter for Temporal Difference LearningCode0
Learning to learn by gradient descent by gradient descentCode0
Bending the Curve: Improving the ROC Curve Through Error Redistribution0
Meta-learning within Projective Simulation0
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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