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 10411050 of 10307 papers

TitleStatusHype
Understanding Transfer Learning via Mean-field Analysis0
SSMT: Few-Shot Traffic Forecasting with Single Source Meta-Transfer0
Enabling Asymmetric Knowledge Transfer in Multi-Task Learning with Self-Auxiliaries0
Towards Optimal Adapter Placement for Efficient Transfer Learning0
KTCR: Improving Implicit Hate Detection with Knowledge Transfer driven Concept Refinement0
Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume MixingCode0
FoMo: A Foundation Model for Mobile Traffic Forecasting with Diffusion Model0
Generalizable Prediction Model of Molten Salt Mixture Density with Chemistry-Informed Transfer Learning0
Less is More: Parameter-Efficient Selection of Intermediate Tasks for Transfer LearningCode0
Water quality polluted by total suspended solids classified within an Artificial Neural Network approach0
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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