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 831840 of 10307 papers

TitleStatusHype
A Closer Look at the Few-Shot Adaptation of Large Vision-Language ModelsCode1
ARWKV: Pretrain is not what we need, an RNN-Attention-Based Language Model Born from TransformerCode1
Improving Candidate Generation for Low-resource Cross-lingual Entity LinkingCode1
Improving Computational Efficiency in Visual Reinforcement Learning via Stored EmbeddingsCode1
Improving few-shot learning-based protein engineering with evolutionary samplingCode1
Improving Implicit Feedback-Based Recommendation through Multi-Behavior AlignmentCode1
Renofeation: A Simple Transfer Learning Method for Improved Adversarial RobustnessCode1
No Reason for No Supervision: Improved Generalization in Supervised ModelsCode1
Improving Zero-Shot Generalization for CLIP with Synthesized PromptsCode1
BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue ModelingCode1
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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