Two sets of connectionist simulations of children's acquisition of distance (d), time (t), and velocity (v) cOllcepts lIsing a generativc algorithm, cascade-correlation (FahIman & L,~biere. 1990). are reported. Pur" ('(l1uilliclll simulations represent a situation in whkh t1;1f:mory demands across the concepts are equal. The limited memOly condilion e"plores the effc~cts of diff\:ring I11cmory demands.It was found that the IUles that correlated most highly wilh network rcsponsC's during training were consistent with the developmcntal course of chiIdrcn' s concepts (Wilkening, 1981;. Networks integrated the dcfining dirncnsiolls of the concepts first by idenlity rules (e.g., v = d), tht!,n additivc rules (e. g., v = d -t), and finally multiplicative ruIes (e.g.The results are discussed in term!> of similarity to childrcn's dC'lclopmcnt, the effects of memory demands, the contribution of connectIonism to cognitive: development, and directions for future rescarch. Il is argued that cas<.:adc correlation provides an explicit mechanism of developmental change --wcight adjustment and hidden unh recruitment.