The capacitor lead that is inputting into the inverter is pulled to ground with a resistor. The neuron functions because when an input is received (positive power on the input line), it charges the capacitor.
The capacitor acts as a storage element for energy when an input signal is received (positive power on the input line). The neuron functions due to this charging of the capacitor.