Survey of automated scientific discovery covering equation discovery, symbolic regression, closed-loop systems like Adam, deep neural network roles, and autonomy levels up to level 5 with no human intervention.
2016] Discovering governing equations from data by sparse identification of nonlinear dynamical sys- tems, PNAS, 113: 3932-3937
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Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems
Survey of automated scientific discovery covering equation discovery, symbolic regression, closed-loop systems like Adam, deep neural network roles, and autonomy levels up to level 5 with no human intervention.