2 papers
cs.LG2026
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 i…
cs.LG2026
A Generative Approach for Semantic Auditing of Electronic Health Records
Irena Girshovitz, Atai Ambus, Moni Shahar +1
The reliability of clinical artificial intelligence (AI) depends on high-quality data, yet Electronic Health Records are often inconsistent with existing scientific knowledge. Curr…