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 31263150 of 3569 papers

TitleStatusHype
Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event DetectionCode0
Speaker Adaptive Training using Model Agnostic Meta-LearningCode0
Bottom-Up Meta-Policy SearchCode0
No-regret Non-convex Online Meta-Learning0
Dynamic Subgoal-based Exploration via Bayesian OptimizationCode0
NormGrad: Finding the Pixels that Matter for Training0
Meta-learning for fast classifier adaptation to new users of Signature Verification systemsCode0
Probabilistic Trajectory Prediction for Autonomous Vehicles with Attentive Recurrent Neural Process0
Model-Agnostic Meta-Learning using Runge-Kutta Methods0
Transfer Learning for Algorithm Recommendation0
SUM: Suboptimal Unitary Multi-task Learning Framework for Spatiotemporal Data Prediction0
Learning to Remember from a Multi-Task Teacher0
MetaPix: Few-Shot Video Retargeting0
Semi Few-Shot Attribute Translation0
When Does Self-supervision Improve Few-shot Learning?Code0
Meta-Learning Deep Energy-Based Memory Models0
Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning0
Is Fast Adaptation All You Need?0
Adversarially Robust Few-Shot Learning: A Meta-Learning ApproachCode0
Meta-Learning to Detect Rare Objects0
Meta R-CNN: Towards General Solver for Instance-Level Low-Shot LearningCode0
Omnipush: accurate, diverse, real-world dataset of pushing dynamics with RGB-D video0
Meta-learning algorithms for Few-Shot Computer VisionCode0
Chameleon: Learning Model Initializations Across Tasks With Different SchemasCode0
MGHRL: Meta Goal-generation for Hierarchical Reinforcement Learning0
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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