Can kidney function recover once dialysis is started?

It depends. Depends on the reason the patie t needed to be started on dialysis. Acute renal failure potentially can be recovered from, in which case dialysis is supportive. Chronic renal failure does not improve with dialysis.
Sometimes. In acute renal failure, especially caused by hemolytic-uremic syndrome or trauma, temporary dialysis can allow kidneys time to recover.