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 31513160 of 10307 papers

TitleStatusHype
Heterogeneous Continual Learning0
Iterative self-transfer learning: A general methodology for response time-history prediction based on small dataset0
SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation0
PersonaPKT: Building Personalized Dialogue Agents via Parameter-efficient Knowledge Transfer0
Robustness and Generalization Performance of Deep Learning Models on Cyber-Physical Systems: A Comparative StudyCode0
One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuningCode2
Monolingual and Cross-Lingual Knowledge Transfer for Topic Classification0
Parameter-efficient Dysarthric Speech Recognition Using Adapter Fusion and Householder Transformation0
EriBERTa: A Bilingual Pre-Trained Language Model for Clinical Natural Language Processing0
A Brief Review of Hypernetworks in Deep LearningCode0
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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