The 2022 Summer School officially runs from 8:30am Monday, July 25th through 5:00 pm Friday, July 29th. For students arriving on Sunday, July 24th, there will be an optional social/networking activity in the afternoon. Below provides the anticipated schedule, though the exact ordering is potentially subject to change. While some of the topics may sound unfamiliar and potentially intimidating for those working primarily in Engineering Design areas, keep in mind that this Summer School is designed to be a first introduction, particularly for those without prior experience in these topics. The pace and scope will be adjusted accordingly.
Sunday, July 24th – Check-In
While not an “official” day of the Summer School, we will have an optional afternoon social and networking activity should you arrive earlier on Sunday. Specifically, you can see the Social Events page for more information about times and where to go.
Monday, July 25th – Optimal Transport
This day will focus on introducing the concept of Optimal Transport, its use in generative models of design, and methods and code libraries for efficiently computing it.
Time | Event |
---|---|
8:30 | Welcome + Coffee/Breakfast + Materials distribution |
9:30 | Plenary Talk: Dr. Jean Feydy - Video Link |
10:30 | Tutorial Session: Optimal Transport w/ Dr. Jean Feydy - Video Link |
12:30 | Lunch |
2:00 | Eng. Design Plenary: Dr. Wei Chen - Video Link |
3:00 | Eng. Design Plenary: Dr. James Allison - Audio Link |
4:00 | Panel Discussion |
4:30 | Introduction to Challenge Problems and Technical Setup: Dr. Mark Fuge |
5:00 | Evening Poster Session and Ice Cream Social |
Tuesday, July 26th – Introduction to Information Geometry
This day will focus on introducing Information Geometry, with a specific focus on techniques and code libraries for learning using Differential Geometry (e.g., optimization or learning on Riemannian Manifolds, natural gradients etc.) that correspond to applications in generative and statistical models.
Time | Event |
---|---|
8:30 | Coffee/Breakfast |
9:00 | Plenary Talk: Dr. Alice Le Brigant |
10:00 | Tutorial Session: Information Geometry w/ Jules Deschamps - Video Link |
12:00 | Lunch |
1:30 | Application Session: OT & Info. Geom. for the Challenge Problems w/ Dr. Mark Fuge and Dr. Jun Wang |
4:00 | Eng. Design Plenary: Dr. Katrina Groth - Video Link |
5:00 | Local Social Outings |
Wednesday, July 27th – Optimization and Generative Models
This day will dive deeper into optimization and learning in generative models (GANs, VAEs, Normalizing Flows) building upon the first two days. It will also cover applications that deal with non-continuous representations such as graphs, trees, permutations, and other common representations in Engineering Design, and how to modify the prior material to handle these cases.
Time | Event |
---|---|
8:30 | Coffee/Breakfast |
9:00 | Plenary Talk: Dr. Soheil Feizi - Video link |
10:00 | Tutorial Session: Continuous Generative Models - Dr. Mark Fuge - Video Link |
12:00 | Lunch |
1:30 | Tutorial Session: Discrete Generative Models - Dr. Mark Fuge - Video Link |
3:00 | Networking Break |
3:30 | Integrating Techniques into the Challenge Problems |
5:00 | Local Social Outings |
Thursday, July 28th – Working on Challenge Problems & Technical Office Hours
This day will be focused primarily on individual and group time to continue work on the provided challenge problems, and for Technical Office Hours to help individual students with topics from the prior days or when attempting the challenge problems. This day also includes additional networking and forward looking invited Plenary sessions that discuss various Engineering Applications for which the week’s mathematical, statistical, or computational topics could be applied in students’ future careers beyond the Summer School.
Time | Event |
---|---|
8:30 | Coffee/Breakfast |
9:00 | Individual or Group work on Challenge problems with Technical Office Hours |
11:45 | Lunch Boxes available To-Go |
12:00 | Individual or Group work on Challenge problems or Social Outings to DC |
5:00 | Individual or smaller group social outings as desired |
Friday, July 29th – Synthesis and Dissemination
This day will be focused on contributing to collaborative writing projects within the group that summarize our progress on the challenge problem results and preparing brief presentations to the group and invited external guests from academia, government, and industry on promising approaches and lessons learned along with a closing networking event.
Time | Event |
---|---|
8:30 | Coffee/Breakfast |
9:00 | Group Work, Writing, and Presentation Preparation |
12:00 | Lunch |
1:30 | Final Presentations |
3:30 | Summary of Lessons Learned and Group Discussion |
4:00 | Closing Remarks and Afternoon Reception |
5:00 | Adjourn |
Beyond the Summer School
At the conclusion of the Summer School, participants can Opt-In to an alumni listserv to coordinate future explorations and follow-on papers, be informed of subsequent topics and openings for future summers, and be invited to a mini-reunion networking event at the 2022 ASME International Design Engineering Technical Conference in mid-August.