Difference-in-Differences using Double Negative Controls and Graph Neural Networks for Unmeasured Network Confounding

Zihan Zhang, Lianyan Fu, Dehui Wang

Estimating causal effects from observational network data faces dual challenges of network interference and unmeasured confounding. To address this, we propose a general Difference…