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 39813990 of 10307 papers

TitleStatusHype
DeepTaster: Adversarial Perturbation-Based Fingerprinting to Identify Proprietary Dataset Use in Deep Neural Networks0
PAC-Bayes Compression Bounds So Tight That They Can Explain GeneralizationCode1
Differentially Private Image Classification from FeaturesCode0
Cross-domain Transfer of defect features in technical domains based on partial target data0
On the impact of incorporating task-information in learning-based image denoising0
Enhancing team performance with transfer-learning during real-world human-robot collaboration0
Semi-Supervised Lifelong Language Learning0
Continual Learning of Natural Language Processing Tasks: A Survey0
Agent-Specific Deontic Modality Detection in Legal Language0
A generalized machine learning framework for brittle crack problems using transfer learning and graph neural networks0
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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