The Causal Round Trip: Generating Authentic Counterfactuals by Eliminating Information Loss
机构 * School of Management, University of Science and Technology of China(管理学院,中国科学技术大学)
Comments 50 pages, 10 figures. Submitted to the Journal of Machine Learning Research (JMLR). Keywords: Causal Inference, Diffusion Models, Causal Information Conservation, Structural Causal Models, Counterfactual Generation, BELM, Structural Reconstruction Error