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 461470 of 10307 papers

TitleStatusHype
Rapid morphology characterization of two-dimensional TMDs and lateral heterostructures based on deep learningCode0
Towards Understanding the Benefit of Multitask Representation Learning in Decision Process0
Fine-tuning machine-learned particle-flow reconstruction for new detector geometries in future colliders0
ECLeKTic: a Novel Challenge Set for Evaluation of Cross-Lingual Knowledge Transfer0
Optimal Transfer Learning for Missing Not-at-Random Matrix Completion0
MIGE: A Unified Framework for Multimodal Instruction-Based Image Generation and EditingCode2
Foundation-Model-Boosted Multimodal Learning for fMRI-based Neuropathic Pain Drug Response PredictionCode0
RuCCoD: Towards Automated ICD Coding in RussianCode0
Long-Context Inference with Retrieval-Augmented Speculative DecodingCode1
Exploring Open-world Continual Learning with Knowns-Unknowns Knowledge TransferCode0
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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