When Additive Noise Meets Unobserved Mediators: Bivariate Denoising Diffusion for Causal Discovery - Meier, Dominik; Hiremath, Sujai; GHOSAL, PROMIT; Gan, Kyra (Advances in Neural Information Processing Systems, 2025)