Preprint Open access
Learning to Outgrow a Theory: Experimental Discovery Beyond the Initial Hypothesis Space
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 collapse even while the model class is systematically wrong. We formulate experimental model-class revision, …