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 10611070 of 10307 papers

TitleStatusHype
CAKD: A Correlation-Aware Knowledge Distillation Framework Based on Decoupling Kullback-Leibler Divergence0
FedGTST: Boosting Global Transferability of Federated Models via Statistics Tuning0
Local transfer learning Gaussian process modeling, with applications to surrogate modeling of expensive computer simulators0
iFuzzyTL: Interpretable Fuzzy Transfer Learning for SSVEP BCI System0
Transfer Learning on Multi-Dimensional Data: A Novel Approach to Neural Network-Based Surrogate Modeling0
TAS: Distilling Arbitrary Teacher and Student via a Hybrid Assistant0
TransAgent: Transfer Vision-Language Foundation Models with Heterogeneous Agent CollaborationCode1
Tracking Universal Features Through Fine-Tuning and Model Merging0
Xeno-learning: knowledge transfer across species in deep learning-based spectral image analysis0
Exploring transfer learning for Deep NLP systems on rarely annotated languages0
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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