SOTAVerified

Data-free Knowledge Distillation

Papers

Showing 110 of 75 papers

TitleStatusHype
Prompt2Model: Generating Deployable Models from Natural Language InstructionsCode4
Data-Free Knowledge Distillation for Deep Neural NetworksCode2
Relation-Guided Adversarial Learning for Data-free Knowledge TransferCode1
One-shot Federated Learning via Synthetic Distiller-Distillate CommunicationCode1
EchoDFKD: Data-Free Knowledge Distillation for Cardiac Ultrasound Segmentation using Synthetic DataCode1
DKDM: Data-Free Knowledge Distillation for Diffusion Models with Any ArchitectureCode1
Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual LearningCode1
Small Scale Data-Free Knowledge DistillationCode1
NAYER: Noisy Layer Data Generation for Efficient and Effective Data-free Knowledge DistillationCode1
Revisiting Data-Free Knowledge Distillation with Poisoned TeachersCode1
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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