SOTAVerified

Data-free Knowledge Distillation

Papers

Showing 21–30 of 75 papers

TitleStatusHype
Data-free Knowledge Distillation for Fine-grained Visual CategorizationCode0
GOLD: Generalized Knowledge Distillation via Out-of-Distribution-Guided Language Data Generation—0
De-confounded Data-free Knowledge Distillation for Handling Distribution Shifts—0
AuG-KD: Anchor-Based Mixup Generation for Out-of-Domain Knowledge DistillationCode0
Teacher as a Lenient Expert: Teacher-Agnostic Data-Free Knowledge DistillationCode0
FedD2S: Personalized Data-Free Federated Knowledge Distillation—0
Data-Free Distillation of Language Model by Text-to-Text Transfer—0
Cross-feature Contrastive Loss for Decentralized Deep Learning on Heterogeneous DataCode0
Data-Free Knowledge Distillation Using Adversarially Perturbed OpenGL Shader Images—0
NAYER: Noisy Layer Data Generation for Efficient and Effective Data-free Knowledge DistillationCode1
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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