Learning to Outgrow a Theory: Experimental Discovery Beyond the Initial Hypothesis Space.

arXiv:2610.07627v1 Announce Type: new Abstract: Scientific discovery systems typically optimize experiments within a fixed hypothesis space. This creates a failure mode when all available candidates omit the same missing mechanism: candidate disagreement can c