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ResearchFormerly WizWand

Inter-column relationship preservation on Retailing

99.9HCSLLM-TabFlow
12.716835.350957.98580.6191Mar 4, 2025May 17, 2025Jul 31, 2025Oct 14, 2025Dec 27, 2025Mar 12, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LLM-TabFlowCategory=Ours2025.0399.999.9598.36
SMOTECategory=Interpolation2025.0398.0987.0374.94
GReaTCategory=PLM-based2025.0398.0197.3798.35
TabKGModel Category=Ours2026.0597.8498.4197.92
GReaTModel Category=LLM-based2026.0595.6296.1897.46
TabSynCategory=Latent Space-based2025.0371.6368.3466.94
TabSynModel Category=Latent Space-based2026.0571.6368.3466.94
CTGANCategory=Latent Space-based2025.0339.2338.8730.55
CTGANModel Category=Latent Space-based2026.0539.2338.8730.55
TabDDPMCategory=Latent Space-based2025.0316.0759.0879.72
TabDDPMModel Category=Latent Space-based2026.0516.0759.0879.72