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 30713080 of 10307 papers

TitleStatusHype
Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition SystemsCode0
Understanding the Transferability of Representations via Task-RelatednessCode0
Autism Spectrum Disorder Classification in Children based on Structural MRI Features Extracted using Contrastive Variational Autoencoder0
SAM-DA: UAV Tracks Anything at Night with SAM-Powered Domain AdaptationCode1
Transfer learning for semantic similarity measures based on symbolic regressionCode0
Shared Growth of Graph Neural Networks via Prompted Free-direction Knowledge Distillation0
Variational Autoencoding Molecular Graphs with Denoising Diffusion Probabilistic Model0
Unified Transfer Learning Models in High-Dimensional Linear Regression0
BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load ForecastingCode1
Improving the Transferability of Time Series Forecasting with Decomposition Adaptation0
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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