93 citations · 116 across the 6 of their papers we have counts for
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cs.LG2021
Do-calculus enables estimation of causal effects in partially observed biomolecular pathways
Sara Mohammad-Taheri, Jeremy Zucker, Charles Tapley Hoyt +4
Estimating causal queries, such as changes in protein abundance in response to a perturbation, is a fundamental task in the analysis of biomolecular pathways. The estimation requir…
q-bio.QM2021
Leveraging Structured Biological Knowledge for Counterfactual Inference: a Case Study of Viral Pathogenesis
Jeremy Zucker, Kaushal Paneri, Sara Mohammad-Taheri +8
Counterfactual inference is a useful tool for comparing outcomes of interventions on complex systems. It requires us to represent the system in form of a structural causal model, c…