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 451500 of 3569 papers

TitleStatusHype
Few-Shot Named Entity Recognition: A Comprehensive StudyCode1
Graph-Evolving Meta-Learning for Low-Resource Medical Dialogue GenerationCode1
Attentional-Biased Stochastic Gradient DescentCode1
A Meta-Learning Approach for Graph Representation Learning in Multi-Task SettingsCode1
Learned Initializations for Optimizing Coordinate-Based Neural RepresentationsCode1
Information Maximization for Few-Shot LearningCode1
Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-IdentificationCode1
Learning to Adapt to Evolving DomainsCode1
Look-ahead Meta Learning for Continual LearningCode1
Meta Batch-Instance Normalization for Generalizable Person Re-IdentificationCode1
Predicting Water Temperature Dynamics of Unmonitored Lakes with Meta Transfer LearningCode1
DynaVSR: Dynamic Adaptive Blind Video Super-ResolutionCode1
Meta-Learning with Adaptive HyperparametersCode1
Retrieve, Program, Repeat: Complex Knowledge Base Question Answering via Alternate Meta-learningCode1
MELD: Meta-Reinforcement Learning from Images via Latent State ModelsCode1
Few-shot Decoding of Brain Activation MapsCode1
Depth Guided Adaptive Meta-Fusion Network for Few-shot Video RecognitionCode1
MESA: Boost Ensemble Imbalanced Learning with MEta-SAmplerCode1
An Accurate and Fully-Automated Ensemble Model for Weekly Time Series ForecastingCode1
Bilevel Optimization: Convergence Analysis and Enhanced DesignCode1
Data Augmentation for Meta-LearningCode1
On Negative Interference in Multilingual Models: Findings and A Meta-Learning TreatmentCode1
Semi-supervised Relation Extraction via Incremental Meta Self-TrainingCode1
CURI: A Benchmark for Productive Concept Learning Under UncertaintyCode1
Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor LearningCode1
MetaPhys: Few-Shot Adaptation for Non-Contact Physiological MeasurementCode1
Exploration in Approximate Hyper-State Space for Meta Reinforcement LearningCode1
BOML: A Modularized Bilevel Optimization Library in Python for Meta LearningCode1
Interventional Few-Shot LearningCode1
Automating Outlier Detection via Meta-LearningCode1
Self-Supervised Meta-Learning for Few-Shot Natural Language Classification TasksCode1
Few-Shot Unsupervised Continual Learning through Meta-ExamplesCode1
Few-shot Learning with LSSVM Base Learner and Transductive ModulesCode1
Meta Learning for Few-Shot One-class ClassificationCode1
Transfer Graph Neural Networks for Pandemic ForecastingCode1
Prototype Completion with Primitive Knowledge for Few-Shot LearningCode1
Meta-Learning with Sparse Experience Replay for Lifelong Language LearningCode1
Grounded Language Learning Fast and SlowCode1
Simulating Unknown Target Models for Query-Efficient Black-box AttacksCode1
Transductive Information Maximization For Few-Shot LearningCode1
BOIL: Towards Representation Change for Few-shot LearningCode1
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical ImagingCode1
Offline Meta-Reinforcement Learning with Advantage WeightingCode1
Learning to Reason in Round-based Games: Multi-task Sequence Generation for Purchasing Decision Making in First-person ShootersCode1
ARCADe: A Rapid Continual Anomaly DetectorCode1
Offline Meta Learning of ExplorationCode1
Few-shot Classification via Adaptive AttentionCode1
One Model, Many Languages: Meta-learning for Multilingual Text-to-SpeechCode1
Learning to Purify Noisy Labels via Meta Soft Label CorrectorCode1
On Modulating the Gradient for Meta-LearningCode1
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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