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 251260 of 10307 papers

TitleStatusHype
Speaker Diarization for Low-Resource Languages Through Wav2vec Fine-Tuning0
π_0.5: a Vision-Language-Action Model with Open-World Generalization0
SPECI: Skill Prompts based Hierarchical Continual Imitation Learning for Robot Manipulation0
Transfer Learning for High-dimensional Reduced Rank Time Series Models0
Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models0
Fourier analysis of the physics of transfer learning for data-driven subgrid-scale models of ocean turbulence0
Histogram-based Parameter-efficient Tuning for Passive Sonar ClassificationCode0
Is Intelligence the Right Direction in New OS Scheduling for Multiple Resources in Cloud Environments?0
PIV-FlowDiffuser:Transfer-learning-based denoising diffusion models for PIVCode0
Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis0
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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