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 7180 of 10307 papers

TitleStatusHype
DiCoRe: Enhancing Zero-shot Event Detection via Divergent-Convergent LLM Reasoning0
LESS: Large Language Model Enhanced Semi-Supervised Learning for Speech Foundational Models0
Generating Synthetic Stereo Datasets using 3D Gaussian Splatting and Expert Knowledge Transfer0
Self-Composing Policies for Scalable Continual Reinforcement Learning0
Neurosymbolic Artificial Intelligence for Robust Network Intrusion Detection: From Scratch to Transfer Learning0
Beamforming and Resource Allocation for Delay Optimization in RIS-Assisted OFDM Systems0
HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and BenchmarkCode3
TokAlign: Efficient Vocabulary Adaptation via Token AlignmentCode1
StARS DCM: A Sleep Stage-Decoding Forehead EEG Patch for Real-time Modulation of Sleep Physiology0
Multi-Platform Methane Plume Detection via Model and Domain Adaptation0
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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