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 32513300 of 3569 papers

TitleStatusHype
Learning to Segment Skin Lesions from Noisy Annotations0
Domain Adaptive Dialog Generation via Meta LearningCode0
Using learned optimizers to make models robust to input noise0
Watch, Try, Learn: Meta-Learning from Demonstrations and Reward0
One-Shot Neural Architecture Search via Compressive SensingCode0
Adaptive Gradient-Based Meta-Learning MethodsCode0
Query-efficient Meta Attack to Deep Neural NetworksCode0
Noise Contrastive Meta-Learning for Conditional Density Estimation using Kernel Mean Embeddings0
A meta-learning recommender system for hyperparameter tuning: predicting when tuning improves SVM classifiersCode0
Neuromorphic Architecture Optimization for Task-Specific Dynamic Learning0
Learning to Self-Train for Semi-Supervised Few-Shot ClassificationCode0
Sequential Scenario-Specific Meta Learner for Online RecommendationCode0
Incremental Few-Shot Learning for Pedestrian Attribute Recognition0
Learning to Transfer: Unsupervised Meta Domain TranslationCode0
Team Fernando-Pessa at SemEval-2019 Task 4: Back to Basics in Hyperpartisan News Detection0
Generalizable Person Re-Identification by Domain-Invariant Mapping Network0
Task Agnostic Meta-Learning for Few-Shot Learning0
Regression Networks for Meta-Learning Few-Shot ClassificationCode0
Learning to Balance: Bayesian Meta-Learning for Imbalanced and Out-of-distribution TasksCode0
Meta-Learning Representations for Continual LearningCode0
Beyond Exponentially Discounted Sum: Automatic Learning of Return Function0
Image Deformation Meta-Networks for One-Shot LearningCode0
Learning Efficient and Effective Exploration Policies with Counterfactual Meta Policy0
Discrete Infomax Codes for Supervised Representation Learning0
Dataset2Vec: Learning Dataset Meta-FeaturesCode0
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