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 34013410 of 10307 papers

TitleStatusHype
Deep Neural Network Models Trained With A Fixed Random Classifier Transfer Better Across Domains0
Emotion Classification in Low and Moderate Resource Languages0
Automated Testing of Spatially-Dependent Environmental Hypotheses through Active Transfer Learning0
Beyond the Known: Investigating LLMs Performance on Out-of-Domain Intent Detection0
Transfer Learning Bayesian Optimization to Design Competitor DNA Molecules for Use in Diagnostic AssaysCode0
Investigating Continual Pretraining in Large Language Models: Insights and Implications0
Intensive Care as One Big Sequence Modeling ProblemCode0
GenAINet: Enabling Wireless Collective Intelligence via Knowledge Transfer and Reasoning0
DTCM: Deep Transformer Capsule Mutual Distillation for Multivariate Time Series Classification0
Enhancing Continuous Domain Adaptation with Multi-Path Transfer Curriculum0
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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