#sequential learning

Reclaiming the "frequentist" role of marginal likelihood in Bayesian belief revision

Abdelhakim Aknouche

The paper argues that the marginal likelihood in Bayesian updating should be treated as an active regularizer rather than a static constant, showing its role in governing the long‑…