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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3551–3569 of 3569 papers

TitleStatusHype
Adaptive Ensemble Learning with Confidence Bounds—0
A DEEP analysis of the META-DES framework for dynamic selection of ensemble of classifiers—0
Distributed Representations of Words and Documents for Discriminating Similar Languages—0
Theoretical and Empirical Analysis of a Parallel Boosting Algorithm—0
Semi-Stacking for Semi-supervised Sentiment Classification—0
Stacked Generalization for Medical Concept Extraction from Clinical Notes—0
Meta learning of bounds on the Bayes classifier error—0
Image Retrieval And Classification Using Local Feature Vectors—0
SimCompass: Using Deep Learning Word Embeddings to Assess Cross-level Similarity—0
Recommending Learning Algorithms and Their Associated Hyperparameters—0
Mining Recurrent Concepts in Data Streams using the Discrete Fourier Transform—0
An Easy to Use Repository for Comparing and Improving Machine Learning Algorithm Usage—0
A Feature Subset Selection Algorithm Automatic Recommendation Method—0
Efficient Collective Entity Linking with Stacking—0
Grammatical Error Correction Using Feature Selection and Confidence Tuning—0
A Comparative Analysis of Ensemble Classifiers: Case Studies in Genomics—0
A Hybrid Model For Grammatical Error Correction—0
A Meta Learning Approach to Grammatical Error Correction—0
Combining One-Class Classifiers via Meta-Learning—0
Show:102550
← PrevPage 72 of 72Next →
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