arxivcs.LG2026-07-23
Automated Synthesis and Adversarial Validation of Executable Causal Research Pipelines
Irena Girshovitz, Dan Zeltzer, Ran Gilad-Bachrach
While automated research systems promise to accelerate empirical analysis, they are prone to silent failures: instances in which analysis code executes successfully yet relies on invalid causal assumptions. We present the Artificial Intelligence (AI)-based Epidemiology Research A…