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 32763300 of 3569 papers

TitleStatusHype
Learning to Discretize: Solving 1D Scalar Conservation Laws via Deep Reinforcement LearningCode0
AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence0
Unsupervised Intuitive Physics from Past Experiences0
Personalizing Dialogue Agents via Meta-LearningCode0
Zero-shot task adaptation by homoiconic meta-mappingCode0
Meta-GNN: On Few-shot Node Classification in Graph Meta-learningCode0
Evaluating recommender systems for AI-driven biomedical informaticsCode0
A Neural-Symbolic Architecture for Inverse Graphics Improved by Lifelong Meta-LearningCode0
Recurring Concept Meta-learning for Evolving Data Streams0
Few-Shot Adversarial Learning of Realistic Neural Talking Head ModelsCode0
Alpha MAML: Adaptive Model-Agnostic Meta-Learning0
Meta Reinforcement Learning with Task Embedding and Shared PolicyCode0
TapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot LearningCode0
Adaptive Gradient-Based Meta-Learning Methods0
Deep Knowledge Based Agent: Learning to do tasks by self-thinking about imaginary worlds0
Efficient Optimization of Loops and Limits with Randomized Telescoping SumsCode0
Enabling Continual Learning in Neural Networks with Meta Learning0
A Meta Understanding of Meta-Learning0
Deep Compressed SensingCode0
LEAF: A Benchmark for Federated Settings0
Meta-Teaching: Curriculum Generation for Lifelong Learning0
Learning to learn to communicate0
Addressing the Loss-Metric Mismatch with Adaptive Loss Alignment0
LGM-Net: Learning to Generate Matching Networks for Few-Shot LearningCode0
Meta reinforcement learning as task inferenceCode0
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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