How do self-driving cars figure out what to do? In this seminar-style class, students read scientific papers and perform a research project pertaining to algorithms for planning and decision-making, with an emphasis on autonomous systems. Students outside Computer Science are welcome with permission of the instructor. Students from prior years are welcome to take the class again and either extend their previous work or choose a new topic.