Lectures will be loosely organized around four modules: differential privacy, cryptography, language-based security, and adversarial machine learning. The instructor will give most of the lectures for the first module, on differential privacy. For each of the remaining modules, I will give the first lecture introducing the topic and background material. Then, each student will lead one lecture, presenting a paper and guiding the discussion. The topics we will be reading and thinking about are from the recent research literature---polished enough to be peer-reviewed and published, but not always completely refined. Given that this is a graduate course, not all lectures are set in stone and there is considerable flexibility in the topics. If you are interested in something not covered in the syllabus, please let me know. ## Readings and Homework Paper discussions are a core component of this course. You are expected to read papers before lecture, attend lectures, and participate in discussions. Before every lecture presenting a paper, students are expected to read the paper closely and understand its significance, including (a) the problem addressed by the paper, (b) the main contributions of the paper, and (c) how the authors solve the problem in some technical detail. I will also send out 2-3 questions at least 24 hours before every paper presentation. You should send me brief answers---no more than a few sentences per question---before the lecture. These questions are meant to help you prepare for the discussion in class, they are not meant to be very difficult or time-consuming and they will not be graded very thoroughly. ## Course Project The other main component is the course project. You will work individually or in pairs on a topic of their choice, producing a conference-style write-up and presenting their project at the end of the semester. This project should have the potential to turn into a research paper or survey. Details can be found [here](projects/details.md). ## Grading and Evaluation Grades will be assigned as follows: - **Discussions: 15%** (Pre-lecture questions and class participation) - **Paper presentation: 25%** - **Final project: 60%** (First and second milestones, and final writeup) ## Academic Integrity The final project may be done individually or in groups of two students. Collaborative projects with people outside the class may be allowed, but please check with me beforehand.