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 33013310 of 10307 papers

TitleStatusHype
ECG-CL: A Comprehensive Electrocardiogram Interpretation Method Based on Continual Learning0
AdarGCN: Adaptive Aggregation GCN for Few-Shot Learning0
ECG Heartbeat classification using deep transfer learning with Convolutional Neural Network and STFT technique0
EchoLM: Accelerating LLM Serving with Real-time Knowledge Distillation0
ECLeKTic: a Novel Challenge Set for Evaluation of Cross-Lingual Knowledge Transfer0
EventBind: Learning a Unified Representation to Bind Them All for Event-based Open-world Understanding0
6th Place Solution to Google Universal Image Embedding0
Attention-Enhanced Prioritized Proximal Policy Optimization for Adaptive Edge Caching0
Edge Caching Optimization with PPO and Transfer Learning for Dynamic Environments0
Enhancing Prototypical Few-Shot Learning by Leveraging the Local-Level Strategy0
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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