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 33513375 of 3569 papers

TitleStatusHype
Concurrent Meta Reinforcement LearningCode0
Learning How to Demodulate from Few Pilots via Meta-LearningCode0
Reproducing Meta-learning with differentiable closed-form solversCode0
Zero-Shot Task TransferCode0
NoRML: No-Reward Meta Learning0
Provable Guarantees for Gradient-Based Meta-LearningCode0
Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation0
Adversarial Attacks on Graph Neural Networks via Meta LearningCode0
Online Meta-Learning0
Are Few-Shot Learning Benchmarks too Simple ? Solving them without Task Supervision at Test-TimeCode0
Where Do Human Heuristics Come From?0
Adaptive Cross-Modal Few-Shot LearningCode0
Fast Efficient Hyperparameter Tuning for Policy GradientsCode0
Task2Vec: Task Embedding for Meta-LearningCode0
Adaptive Posterior Learning: few-shot learning with a surprise-based memory moduleCode0
FaceSpoof Buster: a Presentation Attack Detector Based on Intrinsic Image Properties and Deep Learning0
A Meta-Transfer Objective for Learning to Disentangle Causal MechanismsCode0
Self-organization of action hierarchy and compositionality by reinforcement learning with recurrent neural networksCode0
Reward Shaping via Meta-Learning0
Few-shot Learning with Meta Metric Learners0
Stacking and stability0
Self-Supervised Generalisation with Meta Auxiliary LearningCode0
Sequential Skip Prediction with Few-shot in Streamed Music ContentsCode0
Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal PredictionCode0
Meta-Learning for Contextual Bandit Exploration0
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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