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 35263550 of 3569 papers

TitleStatusHype
The Advantage of Conditional Meta-Learning for Biased Regularization and Fine TuningCode0
Few-Shot Calibration of Set Predictors via Meta-Learned Cross-Validation-Based Conformal PredictionCode0
Few-shot calibration of low-cost air pollution (PM2.5) sensors using meta-learningCode0
Few-Shot Adversarial Learning of Realistic Neural Talking Head ModelsCode0
Few-Shot Adaptive Gaze EstimationCode0
Wasserstein Task Embedding for Measuring Task SimilaritiesCode0
Zero-shot causal learningCode0
Continuous Meta-Learning without TasksCode0
Toward Universal Medical Image Registration via Sharpness-Aware Meta-Continual LearningCode0
Meta R-CNN: Towards General Solver for Instance-Level Low-Shot LearningCode0
ALPaCA vs. GP-based Prior Learning: A Comparison between two Bayesian Meta-Learning AlgorithmsCode0
Meta-Referential Games to Learn Compositional Learning BehavioursCode0
Meta-RegGNN: Predicting Verbal and Full-Scale Intelligence Scores using Graph Neural Networks and Meta-LearningCode0
Continuous Adaptation via Meta-Learning in Nonstationary and Competitive EnvironmentsCode0
Probabilistic Matrix Factorization for Automated Machine LearningCode0
Meta-Regularization by Enforcing Mutual-ExclusivenessCode0
Trace norm regularization for multi-task learning with scarce dataCode0
Meta-Reinforced Synthetic Data for One-Shot Fine-Grained Visual RecognitionCode0
Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss WeightingCode0
Meta reinforcement learning as task inferenceCode0
Probabilistic task modelling for meta-learningCode0
A Unified Meta-Learning Framework for Dynamic Transfer LearningCode0
Tracking Brand-Associated Polarity-Bearing Topics in User ReviewsCode0
Social Processes: Probabilistic Meta-learning for Adaptive Multiparty Interaction ForecastingCode0
Adaptive Domain-Specific Normalization for Generalizable Person Re-IdentificationCode0
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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