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 9511000 of 3569 papers

TitleStatusHype
Learning to Forget for Meta-LearningCode0
Deep Learning Theory Review: An Optimal Control and Dynamical Systems PerspectiveCode0
Learning to Continually Learn Rapidly from Few and Noisy DataCode0
Meta Reinforcement Learning with Task Embedding and Shared PolicyCode0
Learning to Balance: Bayesian Meta-Learning for Imbalanced and Out-of-distribution TasksCode0
Deep Compressed SensingCode0
Learning Task-Aware Energy Disaggregation: a Federated ApproachCode0
Evaluating recommender systems for AI-driven biomedical informaticsCode0
Learning One-Shot Imitation from Humans without HumansCode0
Learning to acquire novel cognitive tasks with evolution, plasticity and meta-meta-learningCode0
A Bridge Between Hyperparameter Optimization and Learning-to-learnCode0
Decomposed Meta-Learning for Few-Shot Sequence LabelingCode0
Decoder Choice Network for Meta-LearningCode0
Deciphering Trajectory-Aided LLM Reasoning: An Optimization PerspectiveCode0
Asynchronous Distributed Bilevel OptimizationCode0
Learning to adapt: a meta-learning approach for speaker adaptationCode0
Learning to Customize Model Structures for Few-shot Dialogue Generation TasksCode0
Learning to Learn from Noisy Labeled DataCode0
LeMON: Learning to Learn Multi-Operator NetworksCode0
Deceptive Fairness Attacks on Graphs via Meta LearningCode0
Learning How to Demodulate from Few Pilots via Meta-LearningCode0
Adaptive Domain-Specific Normalization for Generalizable Person Re-IdentificationCode0
Learning Generalized Zero-Shot Learners for Open-Domain Image GeolocalizationCode0
Exploiting Adapters for Cross-lingual Low-resource Speech RecognitionCode0
Learning Invariances for Policy GeneralizationCode0
Learning Fast Adaptation with Meta Strategy OptimizationCode0
Data Valuation using Reinforcement LearningCode0
Capability-Aware Shared Hypernetworks for Flexible Heterogeneous Multi-Robot CoordinationCode0
Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal PredictionCode0
Learning Low-Dimensional Embeddings for Black-Box OptimizationCode0
Bootstrapped Meta-LearningCode0
Dynamic Subgoal-based Exploration via Bayesian OptimizationCode0
Dataset Distillation with Infinitely Wide Convolutional NetworksCode0
Modeling Human Exploration Through Resource-Rational Reinforcement LearningCode0
Dataset Distillation using Neural Feature RegressionCode0
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware PromptingCode0
Mitigating Catastrophic Forgetting for Few-Shot Spoken Word Classification Through Meta-LearningCode0
Learning an Explicit Hyperparameter Prediction Function Conditioned on TasksCode0
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation ModelsCode0
Exploring Frequencies via Feature Mixing and Meta-Learning for Improving Adversarial TransferabilityCode0
Dataset2Vec: Learning Dataset Meta-FeaturesCode0
Adaptive Cross-Modal Few-Shot LearningCode0
AI-Driven Discovery of High Performance Polymer Electrodes for Next-Generation BatteriesCode0
A Stylometric Inquiry into Hyperpartisan and Fake NewsCode0
Learning advisor networks for noisy image classificationCode0
Exploring the similarity of medical imaging classification problemsCode0
Exploring the Similarity of Representations in Model-Agnostic Meta-LearningCode0
Reevaluating Meta-Learning Optimization Algorithms Through Contextual Self-ModulationCode0
Learning Deep Morphological Networks with Neural Architecture SearchCode0
Data-Driven Performance Guarantees for Classical and Learned OptimizersCode0
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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