The third annual Simons Conference will explore the mathematics of stochastic processes and graphs for large graphs. The four-day conference, which will take place from May 9-12, 2016 at the Blanton Museum of Art on the UT Austin campus, brings together top researchers from various communities to provide a global picture of this broad subject. Each year, the Simons program alternates between an emphasis on either mathematics or network applications.