Married Filing Jointly - Withholdings?

My husband and I were married at the end of 2021. We plan to file married/filing jointly.  Our taxes are fairly simple.  Should we change our withholdings on our W-4s for the upcoming tax year?  If so, how do we decide who withholds what?