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 13011310 of 10307 papers

TitleStatusHype
Modularized data-driven approximation of the Koopman operator and generator0
Enhanced Infield Agriculture with Interpretable Machine Learning Approaches for Crop Classification0
Interactive DualChecker for Mitigating Hallucinations in Distilling Large Language Models0
Defining Boundaries: The Impact of Domain Specification on Cross-Language and Cross-Domain Transfer in Machine Translation0
RedWhale: An Adapted Korean LLM Through Efficient Continual Pretraining0
Embedding Ordinality to Binary Loss Function for Improving Solar Flare ForecastingCode0
Domain-invariant Progressive Knowledge Distillation for UAV-based Object Detection0
Transfer Learning and the Early Estimation of Single-Photon Source Quality using Machine Learning MethodsCode0
Transfer Operator Learning with Fusion Frame0
ViLReF: An Expert Knowledge Enabled Vision-Language Retinal Foundation ModelCode1
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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