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cs.AI 1

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2026 1

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Machine Collective Intelligence for Explainable Scientific Discovery

cs.AI · 2026-04-30 · unverdicted · novelty 7.0

Machine collective intelligence uses coordinated AI agents to evolve symbolic hypotheses and recover governing equations from observations in deterministic, stochastic, and uncharacterized systems, achieving up to six orders of magnitude better extrapolation than neural networks with 5-40 parameters

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  • Machine Collective Intelligence for Explainable Scientific Discovery cs.AI · 2026-04-30 · unverdicted · none · ref 12

    Machine collective intelligence uses coordinated AI agents to evolve symbolic hypotheses and recover governing equations from observations in deterministic, stochastic, and uncharacterized systems, achieving up to six orders of magnitude better extrapolation than neural networks with 5-40 parameters