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 281290 of 10307 papers

TitleStatusHype
Meta-learning For Few-Shot Time Series Crop Type Classification: A Benchmark On The EuroCropsML DatasetCode0
Enhancing LLM-based Recommendation through Semantic-Aligned Collaborative Knowledge0
UP-Person: Unified Parameter-Efficient Transfer Learning for Text-based Person RetrievalCode0
The Impact of Model Zoo Size and Composition on Weight Space LearningCode0
Breaking the Data Barrier -- Building GUI Agents Through Task GeneralizationCode1
Self-Controlled Dynamic Expansion Model for Continual Learning0
Inferring genotype-phenotype maps using attention modelsCode0
Transfer Learning Assisted XgBoost For Adaptable Cyberattack Detection In Battery Packs0
Learning to Harmonize Cross-vendor X-ray Images by Non-linear Image Dynamics Correction0
MultiLoKo: a multilingual local knowledge benchmark for LLMs spanning 31 languagesCode1
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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