Neural networks as optimal estimators to marginalize over baryonic effects

Understand

Many different studies have shown that a wealth of cosmological information resides on small, non-linear scales.

• Unfortunately, there are two challenges to overcome to utilize that information.
• First, we do not know the optimal estimator that will allow us to retrieve the maximum information.
• Second, baryonic effects impact that regime significantly and in a poorly understood manner.