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 17511760 of 10307 papers

TitleStatusHype
Camouflaged Variational Graph AutoEncoder against Attribute Inference Attacks for Cross-Domain Recommendation0
CAE-DFKD: Bridging the Transferability Gap in Data-Free Knowledge Distillation0
OpenAVS: Training-Free Open-Vocabulary Audio Visual Segmentation with Foundational Models0
Head-Tail-Aware KL Divergence in Knowledge Distillation for Spiking Neural Networks0
Transfer Learning Under High-Dimensional Network Convolutional Regression Model0
Predicting Stress in Two-phase Random Materials and Super-Resolution Method for Stress Images by Embedding Physical Information0
Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning0
Unifying Direct and Indirect Learning for Safe Control of Linear Systems0
Post-Transfer Learning Statistical Inference in High-Dimensional Regression0
NoEsis: Differentially Private Knowledge Transfer in Modular LLM 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