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 20112020 of 10307 papers

TitleStatusHype
Russo-Ukrainian war disinformation detection in suspicious Telegram channels0
ExoMiner++: Enhanced Transit Classification and a New Vetting Catalog for 2-Minute TESS Data0
A Hybrid Model for Few-Shot Text Classification Using Transfer and Meta-Learning0
A Survey of Reinforcement Learning for Optimization in Automation0
CSMAE~:~Cataract Surgical Masked Autoencoder (MAE) based Pre-training0
Multifidelity Simulation-based Inference for Computationally Expensive Simulators0
Advancing machine fault diagnosis: A detailed examination of convolutional neural networks0
Knowledge-Guided Wasserstein Distributionally Robust Optimization0
Tab2Visual: Overcoming Limited Data in Tabular Data Classification Using Deep Learning with Visual Representations0
Robust Indoor Localization in Dynamic Environments: A Multi-source Unsupervised Domain Adaptation Framework0
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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