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 23312340 of 10307 papers

TitleStatusHype
Parameter-Efficient Transfer Learning for Music Foundation ModelsCode0
Headache to Overstock? Promoting Long-tail Items through Debiased Product Bundling0
Federated Continual Graph LearningCode0
When does a bridge become an aeroplane?0
Deep learning-based spatio-temporal fusion for high-fidelity ultra-high-speed x-ray radiographyCode0
What do physics-informed DeepONets learn? Understanding and improving training for scientific computing applications0
Synthetic ECG Generation for Data Augmentation and Transfer Learning in Arrhythmia Classification0
Can bidirectional encoder become the ultimate winner for downstream applications of foundation models?0
Using different sources of ground truths and transfer learning to improve the generalization of photometric redshift estimation0
Transfer Learning for Deep Learning-based Prediction of Lattice Thermal ConductivityCode0
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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