SOTAVerified

Transfer Learning

Transfer Learning is a machine learning technique where a model trained on one task is re-purposed and fine-tuned for a related, but different task. The idea behind transfer learning is to leverage the knowledge learned from a pre-trained model to solve a new, but related problem. This can be useful in situations where there is limited data available to train a new model from scratch, or when the new task is similar enough to the original task that the pre-trained model can be adapted to the new problem with only minor modifications.

( Image credit: Subodh Malgonde )

Papers

Showing 12811290 of 10307 papers

TitleStatusHype
MARS: Matching Attribute-aware Representations for Text-based Sequential RecommendationCode1
Fine-Tuning Self-Supervised Learning Models for End-to-End Pronunciation ScoringCode1
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal TransportCode1
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPCode1
Materials Representation and Transfer Learning for Multi-Property PredictionCode1
MathBERT: A Pre-trained Language Model for General NLP Tasks in Mathematics EducationCode1
Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin PrincipleCode1
Med3D: Transfer Learning for 3D Medical Image AnalysisCode1
MedContext: Learning Contextual Cues for Efficient Volumetric Medical SegmentationCode1
AutoTune: Automatically Tuning Convolutional Neural Networks for Improved Transfer LearningCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2Unverified
2DFA-ENTAccuracy69.2Unverified
3DFA-SAFNAccuracy69.1Unverified
4EasyTLAccuracy63.3Unverified
5MEDAAccuracy60.3Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95Unverified