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 16111620 of 10307 papers

TitleStatusHype
Lightweight Convolutional Neural Networks for Retinal Disease Classification0
Improving Language and Modality Transfer in Translation by Character-level Modeling0
Unleashing the Power of Intermediate Domains for Mixed Domain Semi-Supervised Medical Image SegmentationCode0
Attractor learning for spatiotemporally chaotic dynamical systems using echo state networks with transfer learning0
Proactive Guidance of Multi-Turn Conversation in Industrial Search0
Epistemic Errors of Imperfect Multitask Learners When Distributions Shift0
Graph Positional Autoencoders as Self-supervised Learners0
Personalized Subgraph Federated Learning with Differentiable Auxiliary Projections0
Zero-Shot Adaptation of Parameter-Efficient Fine-Tuning in Diffusion Models0
BIRD: Behavior Induction via Representation-structure Distillation0
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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