We summarize ve years of continuous monitoring of accretion-powered pulsars with the Burst and Transient Source Experiment BATSE on the Compton Gamma Ray Observatory. Our 20 70 keV observations have determined or re ned the orbital parameters of 13 binaries, discovered 5 new transient accreting pulsars, measured the pulsed ux history during outbursts of 12 transients GRO J1744 28, 4U 0115+634, GRO J1750 27, GS 0834 430, 2S 1417 624, GRO J1948+32, EXO 2030+375, GRO J1008 57, A 0535+26, GRO J2058+42, 4U 1145 619 and A 1118 616 , and also measured the accretion torque history of during outbursts of 6 of those transients whose orbital parameters were also known. We have also continuously measured the pulsed ux and spin frequency for eight persistently accreting pulsars Her X-1, Cen X-3, Vela X-1, OAO 1657 415, GX 301 2, 4U 1626 67, 4U 1538 52, and GX 1+4 . Because of their continuity and uniformity over a long baseline, BATSE observations have provided new insights into the long-term behavior of accreting magnetic stars. We have found that all accreting pulsars show stochastic variations in their spin frequencies and luminosities, including those displaying secular spin-up or spin-down on long time scales, blurring the conventional distinction b e t w een disk-fed and wind-fed binaries. Pulsed ux and accretion torque are strongly correlated in outbursts of transient accreting pulsars, but uncorrelated, or even anticorrelated, in persistent sources. We describe daily folded pulse pro les, frequency, and ux measurements that are available through the Compton Observatory Science Support Center at NASA-Goddard Space Flight Center.