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 35013525 of 3569 papers

TitleStatusHype
Visual Question Answering as a Meta Learning Task0
Learning to Compare: Relation Network for Few-Shot LearningCode1
On Extending Neural Networks with Loss Ensembles for Text Classification0
Fast Meta-Learning for Adaptive Hierarchical Classifier DesignCode0
Meta-Learning by Adjusting Priors Based on Extended PAC-Bayes TheoryCode0
Rate-optimal Meta Learning of Classification Error0
Meta-Learning and Universality: Deep Representations and Gradient Descent can Approximate any Learning Algorithm0
Few-shot Autoregressive Density Estimation: Towards Learning to Learn Distributions0
Meta Learning Shared HierarchiesCode0
Meta-Learning via Feature-Label Memory Network0
Hyperparameter Importance Across DatasetsCode1
Learning to Generalize: Meta-Learning for Domain GeneralizationCode1
Continuous Adaptation via Meta-Learning in Nonstationary and Competitive EnvironmentsCode0
Supplementary Meta-Learning: Towards a Dynamic Model for Deep Neural Networks0
Cost Adaptation for Robust Decentralized Swarm BehaviourCode0
Online Learning of a Memory for Learning RatesCode0
One-Shot Visual Imitation Learning via Meta-LearningCode0
Meta-QSAR: a large-scale application of meta-learning to drug design and discovery0
ALCN: Meta-Learning for Contrast Normalization Applied to Robust 3D Pose Estimation0
Meta-Learning MCMC Proposals0
Meta-SGD: Learning to Learn Quickly for Few-Shot LearningCode1
A Simple Neural Attentive Meta-LearnerCode0
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
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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