SOTAVerified

Data-free Knowledge Distillation

Papers

Showing 31–40 of 75 papers

TitleStatusHype
DFRD: Data-Free Robustness Distillation for Heterogeneous Federated Learning—0
DAD++: Improved Data-free Test Time Adversarial DefenseCode0
Prompt2Model: Generating Deployable Models from Natural Language InstructionsCode4
Sampling to Distill: Knowledge Transfer from Open-World Data—0
Mitigating Cross-client GANs-based Attack in Federated Learning—0
Distribution Shift Matters for Knowledge Distillation with Webly Collected Images—0
Customizing Synthetic Data for Data-Free Student LearningCode0
Revisiting Data-Free Knowledge Distillation with Poisoned TeachersCode1
Is Synthetic Data From Diffusion Models Ready for Knowledge Distillation?Code1
Feature-Rich Audio Model Inversion for Data-Free Knowledge Distillation Towards General Sound Classification—0
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Benchmark Results

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