Heat a large skillet over medium heat and add the sesame oil. Once hot, add the ground beef with the garlic and cook until there is no pink left on the meat. Drain the excess fat if necessary.
Add the grated ginger, brown sugar, soy sauce, sriracha, and ground pepper. Simmer for 10 minutes.
Serve over white rice and top with sliced green onions.