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 151200 of 3569 papers

TitleStatusHype
Adapting to Distribution Shift by Visual Domain Prompt GenerationCode1
ARCADe: A Rapid Continual Anomaly DetectorCode1
Bayesian Meta-Learning for the Few-Shot Setting via Deep KernelsCode1
Are Deep Neural Networks SMARTer than Second Graders?Code1
Dense Relation Distillation with Context-aware Aggregation for Few-Shot Object DetectionCode1
Depth Guided Adaptive Meta-Fusion Network for Few-shot Video RecognitionCode1
A General Descent Aggregation Framework for Gradient-based Bi-level OptimizationCode1
ArtFID: Quantitative Evaluation of Neural Style TransferCode1
Adv-Makeup: A New Imperceptible and Transferable Attack on Face RecognitionCode1
Attentive Weights Generation for Few Shot Learning via Information MaximizationCode1
Data Augmentation for Meta-LearningCode1
A Structured Dictionary Perspective on Implicit Neural RepresentationsCode1
Attention Guided Cosine Margin For Overcoming Class-Imbalance in Few-Shot Road Object DetectionCode1
Discovering modular solutions that generalize compositionallyCode1
Discovering Temporally-Aware Reinforcement Learning AlgorithmsCode1
Attentional-Biased Stochastic Gradient DescentCode1
A Channel Coding Benchmark for Meta-LearningCode1
Automated Machine Learning Techniques for Data StreamsCode1
Adaptive-Control-Oriented Meta-Learning for Nonlinear SystemsCode1
AutoDebias: Learning to Debias for RecommendationCode1
AutoInit: Analytic Signal-Preserving Weight Initialization for Neural NetworksCode1
Improving Generalization in Meta-learning via Task AugmentationCode1
A Simple Approach to Case-Based Reasoning in Knowledge BasesCode1
Auto-Lambda: Disentangling Dynamic Task RelationshipsCode1
Procedural generation of meta-reinforcement learning tasksCode1
A Large Scale Search Dataset for Unbiased Learning to RankCode1
Automated Relational Meta-learningCode1
Alchemy: A benchmark and analysis toolkit for meta-reinforcement learning agentsCode1
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for Meta-LearningCode1
Automating Continual LearningCode1
DynaVSR: Dynamic Adaptive Blind Video Super-ResolutionCode1
Editing Factual Knowledge in Language ModelsCode1
Efficient Domain Generalization via Common-Specific Low-Rank DecompositionCode1
Efficient Graph Deep Learning in TensorFlow with tf_geometricCode1
Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype EnhancementCode1
AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel LearningCode1
AwesomeMeta+: A Mixed-Prototyping Meta-Learning System Supporting AI Application Design AnywhereCode1
Evading Forensic Classifiers with Attribute-Conditioned Adversarial FacesCode1
Evolving Reinforcement Learning AlgorithmsCode1
Data-Efficient Brain Connectome Analysis via Multi-Task Meta-LearningCode1
Exploring Task Difficulty for Few-Shot Relation ExtractionCode1
Deep Random Projector: Accelerated Deep Image PriorCode1
Fast and Efficient Local Search for Genetic Programming Based Loss Function LearningCode1
Direct Differentiable Augmentation SearchCode1
AMAGO: Scalable In-Context Reinforcement Learning for Adaptive AgentsCode1
Bayesian Model-Agnostic Meta-LearningCode1
Fast Online Adaptation in Robotics through Meta-Learning Embeddings of Simulated PriorsCode1
Federated Reconstruction: Partially Local Federated LearningCode1
Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-startCode1
Adversarial Feature Augmentation for Cross-domain Few-shot ClassificationCode1
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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