Hi Ethan,
it depends on the frequency of this noise signal.
From your question I undersand your signals are very slow, pratically DC voltages; in this case if the noise has a frequency of 50-60Hz you can filter it down by a low pass filter (either analog or digital).
If the noise has a much lower freq., then it is probably generated by the sensor.
Hope this helps,
Alberto