Can single page application javascript not unloading lead to memory issues

Javascript frameworks like AnguarJs, BackboneJs, Emberjs that use to develop Single Page Applicaitons(SPA's) load lots of js files. Since these files cannot be unloaded can a application go into a situation that cause memory issues because of these js files because SPA's usually doesn't refresh the page.