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 3140 of 10307 papers

TitleStatusHype
Numerical simulation of transient heat conduction with moving heat source using Physics Informed Neural Networks0
Pieceformer: Similarity-Driven Knowledge Transfer via Scalable Graph Transformer in VLSI0
Co-Creative Learning via Metropolis-Hastings Interaction between Humans and AI0
Leveraging Transfer Learning and User-Specific Updates for Rapid Training of BCI Decoders0
Bayesian Knowledge Transfer for a Kalman Fixed-Lag Interval Smoother0
Less is More: Undertraining Experts Improves Model Upcycling0
AgentDistill: Training-Free Agent Distillation with Generalizable MCP Boxes0
Adjustment for Confounding using Pre-Trained RepresentationsCode0
DiFuse-Net: RGB and Dual-Pixel Depth Estimation using Window Bi-directional Parallax Attention and Cross-modal Transfer Learning0
InsertRank: LLMs can reason over BM25 scores to Improve Listwise Reranking0
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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