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

SiYuan Ma, Albert Gao, Chunzheng Zhu +6

Scientific discovery systems typically optimize experiments within a fixed hypothesis space. This creates a failure mode when all available candidates omit the same missing mechani…