drop-outs 1. n. 1. A variety of power glitch (see glitch ); momentary 0 voltage on the electrical mains. 2. Missing characters in typed input due to software malfunction or system saturation (one cause of such behavior under Unix when a bad connection to a modem swamps the processor with spurious character interrupts; see screaming tty ). 3. Mental glitches; used as a way of describing those occasions when the mind just seems to shut down for a couple of beats. See glitch , fried. A really serious case of drop-outs. (The next cartoon in the Crunchly saga is 73-05-21. The previous one is 73-05-19. 4. Processing units de-activated at random during the training of an artificial neural network system in order to increase the robustness of learned representations.