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 41714180 of 10307 papers

TitleStatusHype
Data-Driven Transfer Learning Framework for Estimating Turning Movement Counts0
AutoFT: Automatic Fine-Tune for Parameters Transfer Learning in Click-Through Rate Prediction0
Data-driven tool wear prediction in milling, based on a process-integrated single-sensor approach0
Data-driven super-parameterization using deep learning: Experimentation with multi-scale Lorenz 96 systems and transfer-learning0
Amortized Network Intervention to Steer the Excitatory Point Processes0
Adaptive Sparse Transformer for Multilingual Translation0
Global Extreme Heat Forecasting Using Neural Weather Models0
Autoencoding Features for Aviation Machine Learning Problems0
Data-Driven Outage Restoration Time Prediction via Transfer Learning with Cluster Ensembles0
Adaptive ship-radiated noise recognition with learnable fine-grained wavelet transform0
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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