Based on the information provided in the experiment, the valid conclusion is:
The lower the concentration of sugar, the more likely the potato will gain mass.
This conclusion is derived from the principles of osmosis. When potato cubes are placed in a lower concentration of sugar solution (hypotonic solution), water moves into the potato cells from the solution, causing the potatoes to gain mass. Conversely, in a higher concentration of sugar solution (hypertonic solution), water moves out of the potato cells, leading to a loss of mass. Therefore, the trend indicated in the experiment supports this conclusion.