SOTAVerified

Data-free Knowledge Distillation

Papers

Showing 1120 of 75 papers

TitleStatusHype
Fine-tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated LearningCode1
Small Scale Data-Free Knowledge DistillationCode1
Data-Free Knowledge Distillation for Heterogeneous Federated LearningCode1
Is Synthetic Data From Diffusion Models Ready for Knowledge Distillation?Code1
ProGen: Progressive Zero-shot Dataset Generation via In-context FeedbackCode1
EchoDFKD: Data-Free Knowledge Distillation for Cardiac Ultrasound Segmentation using Synthetic DataCode1
MAZE: Data-Free Model Stealing Attack Using Zeroth-Order Gradient EstimationCode1
Data-Free Knowledge Distillation via Feature Exchange and Activation Region ConstraintCode1
Robust and Resource-Efficient Data-Free Knowledge Distillation by Generative Pseudo ReplayCode1
Up to 100 Faster Data-free Knowledge DistillationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GOLD (T5-base)Accuracy91.7Unverified
2ZeroGen (T5-base)Accuracy88.5Unverified
3ProGen (T5-base)Accuracy85.9Unverified
4Prompt2Model (T5-base)Accuracy62.2Unverified
#ModelMetricClaimedVerifiedStatus
1GOLD (T5-base)Exact Match75.2Unverified
2Prompt2Model (T5-base)Exact Match74.4Unverified
3ZeroGen (T5-base)Exact Match69.4Unverified
4ProGen (T5-base)Exact Match68.1Unverified