Debiased Front-Door Learners for Heterogeneous Effects
arXiv:2509.22531v2 Announce Type: replace
Abstract: In observational settings where treatment and outcome share unmeasured confounders but an observed mediator remains unconfounded, the front-door (FD) adjustment identifies causal effects through the …