AIBullisharXiv – CS AI · 7h ago7/10
🧠
Machine Collective Intelligence for Explainable Scientific Discovery
Researchers introduce machine collective intelligence, a paradigm combining symbolic reasoning and metaheuristics to autonomously discover governing equations from empirical data. The approach recovers underlying equations across deterministic, stochastic, and uncharacterized systems while reducing extrapolation error by up to six orders of magnitude compared to deep neural networks and condensing millions of parameters into just 5-40 interpretable ones.