This phase I trial studies the side effects and best dose of dabrafenib and pazopanib hydrochloride when given together in treating patients with advanced malignant tumors. Dabrafenib and pazopanib hydrochloride may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth