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 24612470 of 10307 papers

TitleStatusHype
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and Beyond0
A Deep Learning based Wearable Healthcare IoT Device for AI-enabled Hearing Assistance Automation0
A Survey on Curriculum Learning0
Beyond Vanilla Fine-Tuning: Leveraging Multistage, Multilingual, and Domain-Specific Methods for Low-Resource Machine Translation0
Beyond Transfer Learning: Co-finetuning for Action Localisation0
An Enhancement of CNN Algorithm for Rice Leaf Disease Image Classification in Mobile Applications0
Differentially Private Prototypes for Imbalanced Transfer Learning0
Beyond the Known: Investigating LLMs Performance on Out-of-Domain Intent Detection0
An End-to-End Mispronunciation Detection System for L2 English Speech Leveraging Novel Anti-Phone Modeling0
Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection0
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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