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 501525 of 3569 papers

TitleStatusHype
Personalized Image Aesthetics Assessment via Meta-Learning With Bilevel Gradient OptimizationCode1
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-LearningCode1
How to train your MAMLCode1
Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive LearningCode1
Positive-Unlabeled Learning by Latent Group-Aware Meta DisambiguationCode1
CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person RetrievalCode1
Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-LearningCode1
An Analysis of the Adaptation Speed of Causal ModelsCode1
Pre-training to Match for Unified Low-shot Relation ExtractionCode1
How Sensitive are Meta-Learners to Dataset Imbalance?Code1
Instance Credibility Inference for Few-Shot LearningCode1
Knowledge-Aware Meta-learning for Low-Resource Text ClassificationCode1
Improving Convergence and Generalization Using Parameter SymmetriesCode1
An Enhanced Span-based Decomposition Method for Few-Shot Sequence LabelingCode1
Improving Fake News Detection of Influential Domain via Domain- and Instance-Level TransferCode1
IEPT: Instance-Level and Episode-Level Pretext Tasks for Few-Shot LearningCode1
HyRSM++: Hybrid Relation Guided Temporal Set Matching for Few-shot Action RecognitionCode1
Image Quality-aware Diagnosis via Meta-knowledge Co-embeddingCode1
Improving Language Plasticity via Pretraining with Active ForgettingCode1
Incremental Few-Shot Object Detection via Simple Fine-Tuning ApproachCode1
CD-FSOD: A Benchmark for Cross-domain Few-shot Object DetectionCode1
Influence-Balanced Loss for Imbalanced Visual ClassificationCode1
Interventional Few-Shot LearningCode1
Is Mamba Capable of In-Context Learning?Code1
Hypernetwork approach to Bayesian MAMLCode1
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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