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 32763300 of 3569 papers

TitleStatusHype
Meta-learners' learning dynamics are unlike learners'0
Attentive Task-Agnostic Meta-Learning for Few-Shot Text Classification0
Meta-Learning with Domain Adaptation for Few-Shot Learning under Domain Shift0
Learning to Learn with Conditional Class Dependencies0
Amortized Bayesian Meta-Learning0
Transferring SLU Models in Novel Domains0
Guided Evolutionary Strategies: Escaping the curse of dimensionality in random search0
Meta-Learning to Guide Segmentation0
Modulating transfer between tasks in gradient-based meta-learning0
Sample-efficient policy learning in multi-agent Reinforcement Learning via meta-learning0
Learning Unsupervised Learning Rules0
MahiNet: A Neural Network for Many-Class Few-Shot Learning with Class Hierarchy0
Learning a Meta-Solver for Syntax-Guided Program Synthesis0
Projective Subspace Networks For Few-Shot Learning0
Learning from Noisy Demonstration Sets via Meta-Learned Suitability Assessor0
Learning to Reinforcement Learn by Imitation0
Learning Meta Model for Zero- and Few-shot Face Anti-spoofing0
Warm Up Cold-start Advertisements: Improving CTR Predictions via Learning to Learn ID EmbeddingsCode1
META-Learning State-based Eligibility Traces for More Sample-Efficient Policy EvaluationCode0
Hierarchical Meta Learning0
Meta-Weighted Gaussian Process Experts for Personalized Forecasting of AD Cognitive Changes0
An Ensemble of Epoch-wise Empirical Bayes for Few-shot LearningCode0
Online Adaptation through Meta-Learning for Stereo Depth Estimation0
ACE: Adapting to Changing Environments for Semantic Segmentation0
TAFE-Net: Task-Aware Feature Embeddings for Low Shot LearningCode0
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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