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 22912300 of 10307 papers

TitleStatusHype
Taming "data-hungry" reinforcement learning? Stability in continuous state-action spaces0
Low-Resource Vision Challenges for Foundation Models0
Arabic Text Diacritization In The Age Of Transfer Learning: Token Classification Is All You Need0
Transfer-Learning-Based Autotuning Using Gaussian CopulaCode1
Anatomy of Neural Language ModelsCode0
Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time SeriesCode4
Attention-Guided Erasing: A Novel Augmentation Method for Enhancing Downstream Breast Density Classification0
Logits Poisoning Attack in Federated Distillation0
Few-Shot Causal Representation Learning for Out-of-Distribution Generalization on Heterogeneous Graphs0
Time-lapse seismic inversion for CO2 saturation with SeisCO2Net: An application to Frio-II siteCode1
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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