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 181190 of 10307 papers

TitleStatusHype
Knowledge capture, adaptation and composition (KCAC): A framework for cross-task curriculum learning in robotic manipulation0
An AI-driven framework for the prediction of personalised health response to air pollution0
Logos as a Well-Tempered Pre-train for Sign Language Recognition0
Contrastive Cross-Course Knowledge Tracing via Concept Graph Guided Knowledge TransferCode0
Bias and Generalizability of Foundation Models across Datasets in Breast Mammography0
Community-based Multi-Agent Reinforcement Learning with Transfer and Active Exploration0
Marigold: Affordable Adaptation of Diffusion-Based Image Generators for Image AnalysisCode7
GNN-based Precoder Design and Fine-tuning for Cell-free Massive MIMO with Real-world CSI0
Knowledge-Informed Deep Learning for Irrigation Type Mapping from Remote Sensing0
Revealing economic facts: LLMs know more than they say0
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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