"Applications" on the web are inherently dependant on JavaScript and most often XHR too, but I do agree that using Local Storage has little to no advantage over Cookies.
Then we clearly have different definition of "application".
For me, an web application runs in the browser, not merely exposes an API over HTTP that can be used by HTML from a browser.