Do AI Scientists Know What's New?

arXiv:2610.36511v1 Announce Type: cross Abstract: A major challenge facing AI scientific discovery pipelines is how to determine when a generated idea is meaningfully novel. Ideally, novelty checks in these pipelines must be able to reject non-novel ideas whil