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
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent AlignmentCode1
Generalisation Guarantees for Continual Learning with Orthogonal Gradient DescentCode1
A Qualitative Evaluation of Language Models on Automatic Question-Answering for COVID-19Code1
Neural Topic Modeling with Continual Lifelong LearningCode1
Self-Supervised Prototypical Transfer Learning for Few-Shot ClassificationCode1
Deep Learning Enabled Semantic Communication SystemsCode1
Transfer Learning for High-dimensional Linear Regression: Prediction, Estimation, and Minimax OptimalityCode1
COVID-CXNet: Detecting COVID-19 in Frontal Chest X-ray Images using Deep LearningCode1
Improving accuracy and speeding up Document Image Classification through parallel systemsCode1
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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