Abstract: We derive capacity formulas and strategies for transmission over power constrained additive noise channels with interference known at the transmitter. Specifically, if the channel noise (not including the interference) is weak (i.e., high SNR conditions), then for causally knwon interference the capacity loss is equal to the ``shaping gain'' (0.254 bit), whereas for non-causally known interference no capacity loss is incurred.