Bennet's razor: Explanations should be no more specific than necessary: arxiv.org/abs/2301.129... When several hypotheses fit your data exactly, prefer the one that would still permit the most unseen cases, and don't assume the shortest expression is that one.
The Optimal Choice of Hypothesis Is the Weakest, Not the Shortest
If $A$ and $B$ are sets such that $A \subset B$, generalisation may be understood as the inference from $A$ of a hypothesis sufficient to construct $B$. One might infer any number of hypotheses from $...
arxiv.org