SOTAVerified

Data-free Knowledge Distillation

Papers

Showing 2650 of 75 papers

TitleStatusHype
Customizing Synthetic Data for Data-Free Student LearningCode0
DAD++: Improved Data-free Test Time Adversarial DefenseCode0
Data-free Knowledge Distillation for Segmentation using Data-Enriching GANCode0
Data-free Knowledge Distillation for Fine-grained Visual CategorizationCode0
Data-Free Knowledge Distillation for Image Super-ResolutionCode0
Handling Data Heterogeneity in Federated Learning via Knowledge Distillation and FusionCode0
Dynamic Data-Free Knowledge Distillation by Easy-to-Hard Learning StrategyCode0
Hybrid Data-Free Knowledge DistillationCode0
Knowledge Extraction with No Observable DataCode0
Large-Scale Data-Free Knowledge Distillation for ImageNet via Multi-Resolution Data GenerationCode0
Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed EnvironmentsCode0
Robustness and Diversity Seeking Data-Free Knowledge DistillationCode0
Synthetic data generation method for data-free knowledge distillation in regression neural networksCode0
Teacher as a Lenient Expert: Teacher-Agnostic Data-Free Knowledge DistillationCode0
Towards Data-Free Domain GeneralizationCode0
Towards Effective Data-Free Knowledge Distillation via Diverse Diffusion AugmentationCode0
HFedCKD: Toward Robust Heterogeneous Federated Learning via Data-free Knowledge Distillation and Two-way Contrast0
Data-Free Distillation of Language Model by Text-to-Text Transfer0
Dense Depth Distillation with Out-of-Distribution Simulated Images0
Distribution Shift Matters for Knowledge Distillation with Webly Collected Images0
Conditional Generative Data-free Knowledge Distillation0
Knowledge Migration Framework for Smart Contract Vulnerability Detection0
Completely Heterogeneous Federated Learning0
Learning to Retain while Acquiring: Combating Distribution-Shift in Adversarial Data-Free Knowledge Distillation0
Leveraging Foundation Models for Efficient Federated Learning in Resource-restricted Edge Networks0
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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