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 21912200 of 10307 papers

TitleStatusHype
Group Distributionally Robust Dataset Distillation with Risk MinimizationCode1
Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph TransformersCode2
Scaling Laws for Downstream Task Performance of Large Language Models0
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation ModelsCode1
Symbol Correctness in Deep Neural Networks Containing Symbolic Layers0
Enhancing textual textbook question answering with large language models and retrieval augmented generationCode0
Constrained Decoding for Cross-lingual Label ProjectionCode0
Survival and grade of the glioma prediction using transfer learning0
Pruner: A Speculative Exploration Mechanism to Accelerate Tensor Program TuningCode1
Enhancing the efficiency of protein language models with minimal wet-lab data through few-shot learning0
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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