I play poe and at times when the game gets hectic the graphics start to get grainy but when it calms down it comes back. What is likely the issue?

Turn off dynamic resolution, prepare for performance hits though.

its an ingame graphic - mechanic to reduce lag "stutters" but decreases quality of graphic over the period of time the screen would freeze

ram is the issue

It's impossible to know without information on the computer specs.