Mimosa pudica (sensitive plant) is a short lived sub shrub, and is usually treated as an annual by sowing seed each spring.
You could try to keep your plants over the winter in a warm greenhouse.
The possible cause of the shrivelling leaves may be because the plant has been kept too dry at some stage.