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 31263150 of 3569 papers

TitleStatusHype
Hidden incentives for self-induced distributional shift0
Meta-Learning Runge-Kutta0
Decoupling Adaptation from Modeling with Meta-Optimizers for Meta Learning0
Role of two learning rates in convergence of model-agnostic meta-learning0
ES-MAML: Simple Hessian-Free Meta LearningCode0
Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph CompletionCode0
Data Valuation using Reinforcement LearningCode0
Decoder Choice Network for Meta-LearningCode0
A Theoretical Analysis of the Number of Shots in Few-Shot Learning0
Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAMLCode1
Meta-NeighborhoodsCode0
MetalGAN: a Cluster-based Adaptive Training for Few-Shot Adversarial Colorization0
Stacking Models for Nearly Optimal Link Prediction in Complex NetworksCode1
Meta Reinforcement Learning for Sim-to-real Domain Adaptation0
Learning to Tune XGBoost with XGBoost0
Torchmeta: A Meta-Learning library for PyTorchCode0
Meta-Learning for Few-Shot Time Series Classification0
Differentially Private Meta-Learning0
Neural Semantic Parsing in Low-Resource Settings with Back-Translation and Meta-Learning0
Modular Meta-Learning with Shrinkage0
Nonstationary Nonparametric Online Learning: Balancing Dynamic Regret and Model Parsimony0
Cellular neuromodulation in artificial networks0
Recognizing Variables from their Data via Deep Embeddings of Distributions0
Learning to Propagate for Graph Meta-LearningCode0
Domain-Agnostic Few-Shot Classification by Learning Disparate Modulators0
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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