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 601610 of 10307 papers

TitleStatusHype
Transfer Learning of Surrogate Models: Integrating Domain Warping and Affine Transformations0
Distilling Knowledge for Designing Computational Imaging SystemsCode0
Action Recognition Using Temporal Shift Module and Ensemble LearningCode0
Fundamental Computational Limits in Pursuing Invariant Causal Prediction and Invariance-Guided Regularization0
LEKA:LLM-Enhanced Knowledge Augmentation0
Digital Twin Synchronization: Bridging the Sim-RL Agent to a Real-Time Robotic Additive Manufacturing Control0
Stiff Transfer Learning for Physics-Informed Neural Networks0
Molecular-driven Foundation Model for Oncologic PathologyCode4
Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence0
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models0
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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