Yes, CSS will allow to remove the time stamp and author. In most themes it also removes the tags and categories under/next to the posts. However, the CSS is different from theme to theme – although basically the same – so there can be no general answer.
However, you may want to consider the new INove theme. This has a lot of built-in user customization, including the removal of the tags, categories and author info. All done without CSS.