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 20012010 of 10307 papers

TitleStatusHype
An Iterative Multi-Knowledge Transfer Network for Aspect-Based Sentiment AnalysisCode0
Absolute Zero-Shot LearningCode0
Grad2Task: Improved Few-shot Text Classification Using Gradients for Task RepresentationCode0
Graph-based Knowledge Distillation by Multi-head Attention NetworkCode0
Graph-Sequential Alignment and Uniformity: Toward Enhanced Recommendation SystemsCode0
Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publicationsCode0
How to evaluate word embeddings? On importance of data efficiency and simple supervised tasksCode0
An Intrusion Response System utilizing Deep Q-Networks and System PartitionsCode0
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot TranslationCode0
Breccia and basalt classification of thin sections of Apollo rocks with deep learningCode0
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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