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 34263450 of 3569 papers

TitleStatusHype
Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss WeightingCode0
Fine-Grained Visual Categorization using Meta-Learning Optimization with Sample Selection of Auxiliary DataCode0
Meta-learning autoencoders for few-shot predictionCode0
Meta-Learning Priors for Efficient Online Bayesian RegressionCode0
RARD II: The 94 Million Related-Article Recommendation Dataset0
Meta-Learning with Latent Embedding OptimizationCode1
Deep neural network ensemble by data augmentation and bagging for skin lesion classification0
Variance Reduction for Reinforcement Learning in Input-Driven Environments0
AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel LearningCode0
DiCE: The Infinitely Differentiable Monte Carlo EstimatorCode0
Modular meta-learningCode1
Guided evolutionary strategies: Augmenting random search with surrogate gradientsCode0
Attention-based Few-Shot Person Re-identification Using Meta Learning0
Learning to Update for Object Tracking with Recurrent Meta-learner0
Meta-learning: searching in the model space0
Bilevel Programming for Hyperparameter Optimization and Meta-Learning0
Far-HO: A Bilevel Programming Package for Hyperparameter Optimization and Meta-LearningCode0
Meta-Learning for Stochastic Gradient MCMCCode0
Meta-Learning Transferable Active Learning Policies by Deep Reinforcement Learning0
Unsupervised Meta-Learning for Reinforcement Learning0
Auto-Meta: Automated Gradient Based Meta Learner Search0
Bayesian Model-Agnostic Meta-LearningCode1
Adversarial Meta-Learning0
Probabilistic Model-Agnostic Meta-Learning0
Meta-Learning by the Baldwin Effect0
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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