Jan 20, 2022 · This paper proposes an uncertainty-regularized knowledge distillation (UKD) framework to debias CVR estimation via distilling knowledge from unclicked ads.
This paper proposes an uncertainty-regularized knowledge distillation (UKD) framework to debias CVR estimation via distilling knowledge from unclicked ads.
This work presents a theoretical analysis of the bias and variance inherent in DR estimators and introduces a novel causal estimator that seeks to strike a ...
UKD - Debiasing Conversion Rate Estimation via Uncertainty-regularized Knowledge Distillation.pdf ...
Request PDF | On Apr 25, 2022, Zixuan Xu and others published UKD: Debiasing Conversion Rate Estimation via Uncertainty-regularized Knowledge Distillation ...
Duration: 16:12
Posted: Sep 12, 2022
Posted: Sep 12, 2022
直观地说，为未点击的广告提供可靠的监督信号是缓解SSB 问题的可行方法。本文提出了一种不确定性正则化知识蒸馏(UKD) 框架，通过从未点击的广告中提取知识来 ...
Birmingham, UK, October 21-25, 2023. UKD: Debiasing Conversion Rate Estimation via Uncertainty-regularized Knowledge Distillation Zixuan Xu*, Penghui Wei ...
UKD: Debiasing Conversion Rate Estimation via Uncertainty-regularized Knowledge Distillation. WWW 2022.[pdf]. Practical Counterfactual Policy Learning for ...
Ukd: Debiasing conversion rate estimation via uncertainty-regularized knowledge distillation. Z Xu, P Wei, W Zhang, S Liu, L Wang, B Zheng. Proceedings of the ...