1 code implementation • 29 Jun 2022 • Yimeng Chen, Ruibin Xiong, ZhiMing Ma, Yanyan Lan
Motivated by this, we design a new group invariant learning method, which constructs groups with statistical independence tests, and reweights samples by group label proportion to meet the criteria.
no code implementations • NeurIPS 2021 • Ruibin Xiong, Yimeng Chen, Liang Pang, Xueqi Chen, Yanyan Lan
Ensemble-based debiasing methods have been shown effective in mitigating the reliance of classifiers on specific dataset bias, by exploiting the output of a bias-only model to adjust the learning target.
8 code implementations • ICML 2020 • Ruibin Xiong, Yunchang Yang, Di He, Kai Zheng, Shuxin Zheng, Chen Xing, Huishuai Zhang, Yanyan Lan, Li-Wei Wang, Tie-Yan Liu
This motivates us to remove the warm-up stage for the training of Pre-LN Transformers.