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 10811090 of 10307 papers

TitleStatusHype
Model-based Large Language Model Customization as Service0
TL-PCA: Transfer Learning of Principal Component Analysis0
Stratified Domain Adaptation: A Progressive Self-Training Approach for Scene Text RecognitionCode1
Magnituder Layers for Implicit Neural Representations in 3D0
Deep Transfer Learning: Model Framework and Error Analysis0
Hey AI Can You Grade My Essay?: Automatic Essay Grading0
Unity is Power: Semi-Asynchronous Collaborative Training of Large-Scale Models with Structured Pruning in Resource-Limited Clients0
Meta-Transfer Learning Empowered Temporal Graph Networks for Cross-City Real Estate Appraisal0
Robustness and Security Enhancement of Radio Frequency Fingerprint Identification in Time-Varying Channels0
Federated Graph Learning for Cross-Domain Recommendation0
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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