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 35113520 of 10307 papers

TitleStatusHype
StyleInject: Parameter Efficient Tuning of Text-to-Image Diffusion Models0
Hierarchical Continual Reinforcement Learning via Large Language Model0
Assessing the Portability of Parameter Matrices Trained by Parameter-Efficient Finetuning Methods0
Don't Push the Button! Exploring Data Leakage Risks in Machine Learning and Transfer Learning0
Towards Complementary Knowledge Distillation for Efficient Dense Image Prediction0
SEDNet: Shallow Encoder-Decoder Network for Brain Tumor SegmentationCode0
Bayesian adaptive learning to latent variables via Variational Bayes and Maximum a Posteriori0
Multi-Agent Based Transfer Learning for Data-Driven Air Traffic Applications0
Maximizing Data Efficiency for Cross-Lingual TTS Adaptation by Self-Supervised Representation Mixing and Embedding Initialization0
Cheap Learning: Maximising Performance of Language Models for Social Data Science Using Minimal DataCode0
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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