University of Edinburgh（爱丁堡大学）

Rethinking the Vulnerability of Concept Erasure and a New Method

Alex D. Richardson, Kaicheng Zhang, Lucas Beerens, Dongdong Chen

机构 * School of Mathematics University of Edinburgh（数学学院爱丁堡大学） ； School of Mathematical and Computer Science Heriot-Watt University（数学与计算机科学学院赫瑞斯大学） 纠错

The Challenges of Hyperparameter Tuning for Accurate Causal Effect Estimation

Damian Machlanski, Spyridon Samothrakis, Paul Clarke

机构 * School of Engineering, CHAI Hub University of Edinburgh（爱丁堡大学工程学院、CHAI Hub大学） ； Institute for Analytics and Data Science University of Essex（埃塞克斯大学分析与数据科学研究所） ； Institute for Social and Economic Research University of Essex（埃塞克斯大学社会科学与经济研究所） 纠错

Comments Substantially revised version. 18 pages of main content (33 pages in total), 4 main figures (11 in total)