Nous: Learning and Certifying Memory Decisions Before Source Calibration.

arXiv:2610.00094v2 Announce Type: replace-cross Abstract: Agent memory systems update state decisions from reports whose reliability may be unknown. Existing analyses of source estimation do not determine when a policy can be learned or its improvement certifi