AIBullisharXiv – CS AI · 8h ago7/10
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Principle-Evolvable Scientific Discovery via Uncertainty Minimization
Researchers introduce PiEvo, a framework that enables AI scientific agents to autonomously evolve their underlying scientific principles rather than search within fixed hypothesis spaces. The system achieves 29.7-31.1% improvement in solution quality and 83.3% faster convergence by treating scientific discovery as Bayesian optimization over an expanding principle space.