The University of Macau (UM) has achieved two major breakthroughs in autonomous driving research. A study at the university has provided new insights on autonomous driving under bad weather and complex road conditions while another study has developed new learning models that will be specifically applied to autonomous driving in Macao. The research results will be presented at two top annual conferences of artificial intelligence.