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

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Showing 2901–2950 of 3569 papers

TitleStatusHype
Multi-Task Reinforcement Learning with Soft ModularizationCode1
When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey—0
Efficient Domain Generalization via Common-Specific Low-Rank DecompositionCode1
On Infinite-Width HypernetworksCode0
CAZSL: Zero-Shot Regression for Pushing Models by Generalizing Through Context—0
On-the-Fly Adaptation of Source Code Models using Meta-Learning—0
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-Learning—0
Goal-Conditioned End-to-End Visuomotor Control for Versatile Skill PrimitivesCode0
Adaptive-Step Graph Meta-Learner for Few-Shot Graph Classification—0
Task-Adaptive Clustering for Semi-Supervised Few-Shot Classification—0
CAFENet: Class-Agnostic Few-Shot Edge Detection Network—0
Incremental Object Detection via Meta-LearningCode1
Rectified Meta-Learning from Noisy Labels for Robust Image-based Plant Disease Diagnosis—0
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 Generation—0
Meta-Learning Initializations for Low-Resource Drug DiscoveryCode1
Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual LearningCode1
Learning Compositional Rules via Neural Program SynthesisCode1
Meta-learning curiosity algorithmsCode1
Online Meta-Critic Learning for Off-Policy Actor-Critic MethodsCode1
Fast Online Adaptation in Robotics through Meta-Learning Embeddings of Simulated PriorsCode1
Learning State-Dependent Losses for Inverse Dynamics Learning—0
Incremental Few-Shot Object Detection—0
Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot LearningCode1
Single-View 3D Object Reconstruction from Shape Priors in Memory—0
Finding online neural update rules by learning to remember—0
Meta-SVDD: Probabilistic Meta-Learning for One-Class Classification in Cancer Histology Images—0
TensorFlow Quantum: A Software Framework for Quantum Machine LearningCode2
TaskNorm: Rethinking Batch Normalization for Meta-LearningCode1
Zero-Shot Cross-Lingual Transfer with Meta LearningCode1
PAC-Bayes meta-learning with implicit task-specific posteriors—0
Meta Cyclical Annealing Schedule: A Simple Approach to Avoiding Meta-Amortization Error—0
End-to-End Fast Training of Communication Links Without a Channel Model via Online Meta-LearningCode1
Learning Context-aware Task Reasoning for Efficient Meta-reinforcement Learning—0
Rapidly Adaptable Legged Robots via Evolutionary Meta-Learning—0
Meta-Transfer Learning for Zero-Shot Super-ResolutionCode1
Is the Meta-Learning Idea Able to Improve the Generalization of Deep Neural Networks on the Standard Supervised Learning?—0
Meta-Learned Confidence for Few-shot LearningCode1
Using a thousand optimization tasks to learn hyperparameter search strategies—0
Adversarial Monte Carlo Meta-Learning of Optimal Prediction ProceduresCode0
Provable Meta-Learning of Linear RepresentationsCode0
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All datasetsML10MT50ML45OMNIGLOT - 1-Shot, 20-way

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MZ+ReconMeta-train success rate97.8—Unverified
2MZMeta-train success rate97.6—Unverified
3MAMLMeta-test success rate36—Unverified
4RL^2Meta-test success rate10—Unverified
5DnCMeta-test success rate5.4—Unverified
6PEARLMeta-test success rate0—Unverified
#ModelMetricClaimedVerifiedStatus
1SoftModuleAverage Success Rate60—Unverified
2Multi-task multi-head SACAverage Success Rate35.85—Unverified
3DisCorAverage Success Rate26—Unverified
4NDPAverage Success Rate11—Unverified
#ModelMetricClaimedVerifiedStatus
1MZ+ReconMeta-test success rate (zero-shot)18.5—Unverified
2MZMeta-test success rate (zero-shot)17.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Metadrop% Test Accuracy95.75—Unverified