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"decrease exponentially" is correct and usable in written English.
You can use it when something decreases or decreases at a steady rate. For example: "The number of people affected by the disease decreased exponentially last year."
Exact(60)
SBP was found to decrease exponentially.
They decrease exponentially with the film thickness.
Total atomic densities decrease exponentially during the operation period.
Such high conductance values decrease exponentially with an increasing number of anthracenes in the molecular backbone.
Without a good prior knowledge of energy relaxation in this regime, the electron temperature is considered to decrease exponentially.
The critical stress of the coupling motion is found to decrease exponentially with increasing temperature.
The electric conductivity, the refractive index and the extinction coefficient decrease exponentially as annealing time increases.
While the probability that two eight-bit sequences will be similar is relatively high, Shannon showed that as code words get longer, the chances of similarity decrease exponentially.
At these low energies, fusion cross sections decrease exponentially with energy and are expected to approach femtobarn levels or less.
Depending on many factors — including the length of the show and whether it is on cable or a network — payments can be lucrative for first-time reruns, but they decrease exponentially with each broadcast.
Controlling the ambient temperature to decrease exponentially can be used to decrease the maximum principal stress during cooling.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com