Observable-Specific Validity Tests for Scientific AI: Controlled Approximations and Intervention Response.

arXiv:2610.41939v1 Announce Type: cross Abstract: An approximation can reproduce an energy while missing its response, or satisfy an error tolerance without being certified by a given bound. We formulate observable-specific validity records for scientific arti