I am on an H4 Visa, and I also have an H4 EAD. I have traveled abroad, including Canada and Mexico, multiple times over the past year - all by myself. In fact, I went to Canada for my first H4 stamping, and to Mexico for my second H4 stamping - unaccompanied by my H1b spouse.