The conference will be held in Robertson hall, which is home to the Woodrow Wilson School, at the corner of Washington Road (the main road into Princeton from Route 1) and Prospect St. A picture of the building with links to a map and directions can be found at:
Optimization and Learning: New Problems, New Challenges