I am a physics olympian. It is best to learn advanced mathematics in physics olympiad in senior high school, and at least learn differential integral. Study differential equations when you have time. But we have to finish high school math first.
MS is not very demanding on mathematics, I asked. Chemistry has lower requirements for mathematics.
If there is an Olympic Games in physical chemistry, get familiar with it in advance ~