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 30763100 of 3569 papers

TitleStatusHype
Conditional Super Learner0
Meta-Learning Initializations for Image SegmentationCode0
Associative Alignment for Few-shot Image ClassificationCode0
Meta-Learning without MemorizationCode0
Unsupervised Curricula for Visual Meta-Reinforcement Learning0
MetaCI: Meta-Learning for Causal Inference in a Heterogeneous Population0
Improved Few-Shot Visual Classification0
MetaFun: Meta-Learning with Iterative Functional UpdatesCode0
MetalGAN: Multi-Domain Label-Less Image Synthesis Using cGANs and Meta-Learning0
Learning to Recommend via Meta Parameter Partition0
BADGER: Learning to (Learn [Learning Algorithms] through Multi-Agent Communication)Code0
MetaInit: Initializing learning by learning to initialize0
Efficient Meta Learning via Minibatch Proximal Update0
Learning to Learn By Self-CritiqueCode0
MetAdapt: Meta-Learned Task-Adaptive Architecture for Few-Shot Classification0
Online-Within-Online Meta-LearningCode0
Sparsely Grouped Input Variables for Neural NetworksCode0
VIABLE: Fast Adaptation via Backpropagating Learned Loss0
Ranking architectures using meta-learning0
Regularized Fine-grained Meta Face Anti-spoofingCode0
Real-Time Object Tracking via Meta-Learning: Efficient Model Adaptation and One-Shot Channel Pruning0
Learning to Learn Words from Visual ScenesCode0
Invenio: Discovering Hidden Relationships Between Tasks/Domains Using Structured Meta Learning0
Differentiable Meta-learning Model for Few-shot Semantic Segmentation0
Investigating Active Learning and Meta-Learning for Iterative Peptide Design0
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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