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 16611670 of 10307 papers

TitleStatusHype
ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy0
An Approach Towards Identifying Bangladeshi Leaf Diseases through Transfer Learning and XAI0
On the Generalization vs Fidelity Paradox in Knowledge DistillationCode0
Reinforcement Twinning for Hybrid Control of Flapping-Wing Drones0
Geometrically Regularized Transfer Learning with On-Manifold and Off-Manifold Perturbation0
SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation0
MultiMAE Meets Earth Observation: Pre-training Multi-modal Multi-task Masked Autoencoders for Earth Observation TasksCode0
Domain Adaptation of VLM for Soccer Video Understanding0
FlowBERT: Prompt-tuned BERT for variable flow field prediction0
DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models0
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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