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 29012925 of 3569 papers

TitleStatusHype
Multi-Task Reinforcement Learning with Soft ModularizationCode1
When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey0
Efficient Domain Generalization via Common-Specific Low-Rank DecompositionCode1
On Infinite-Width HypernetworksCode0
CAZSL: Zero-Shot Regression for Pushing Models by Generalizing Through Context0
On-the-Fly Adaptation of Source Code Models using Meta-Learning0
Instance Credibility Inference for Few-Shot LearningCode1
iTAML: An Incremental Task-Agnostic Meta-learning ApproachCode1
Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need?Code1
Rethinking Class-Balanced Methods for Long-Tailed Visual Recognition from a Domain Adaptation PerspectiveCode1
Meta Pseudo LabelsCode1
Weighted Meta-Learning0
Goal-Conditioned End-to-End Visuomotor Control for Versatile Skill PrimitivesCode0
Adaptive-Step Graph Meta-Learner for Few-Shot Graph Classification0
Task-Adaptive Clustering for Semi-Supervised Few-Shot Classification0
CAFENet: Class-Agnostic Few-Shot Edge Detection Network0
Incremental Object Detection via Meta-LearningCode1
Rectified Meta-Learning from Noisy Labels for Robust Image-based Plant Disease Diagnosis0
Learning Meta Face Recognition in Unseen DomainsCode1
Frustratingly Simple Few-Shot Object DetectionCode2
DisCor: Corrective Feedback in Reinforcement Learning via Distribution CorrectionCode1
Semi-Modular Inference: enhanced learning in multi-modular models by tempering the influence of componentsCode0
Ultra Efficient Transfer Learning with Meta Update for Cross Subject EEG ClassificationCode1
Meta-CoTGAN: A Meta Cooperative Training Paradigm for Improving Adversarial Text Generation0
Meta-Learning Initializations for Low-Resource Drug DiscoveryCode1
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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