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 46614670 of 10307 papers

TitleStatusHype
Neural Prompt SearchCode2
Hub-Pathway: Transfer Learning from A Hub of Pre-trained Models0
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning0
Neural Collapse: A Review on Modelling Principles and Generalization0
EiX-GNN : Concept-level eigencentrality explainer for graph neural networksCode0
Explaining the physics of transfer learning a data-driven subgrid-scale closure to a different turbulent flowCode0
Discrete State-Action Abstraction via the Successor RepresentationCode0
Transfer learning to decode brain states reflecting the relationship between cognitive tasks0
CTVR-EHO TDA-IPH Topological Optimized Convolutional Visual Recurrent Network for Brain Tumor Segmentation and Classification0
TransBO: Hyperparameter Optimization via Two-Phase Transfer Learning0
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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