Mid-Atlantic Numerical Analysis Day

Mid-Atlantic Numerical Analysis Day

A conference on numerical analysis and scientific computing for graduate students and postdocs in the Mid-Atlantic region.

Friday, 13 November 2026
 

The Conference

This one-day meeting will start at 10am to allow same-day travel.
It will be held in Room 617 Wachman Hall, Temple University, 1805 North Broad Street, just north of Montgomery Avenue.
It is an opportunity for graduate students and postdocs to present their research, and to meet other researchers.
There will be contributed talks and a poster session.
There is no registration fee, and no support for travel. Lunch will be provided.
We ask every participant to please register in advance, even if they are not planning to give a talk.

Keynote Speaker

Cameron Musco, University of Massachusetts Amherst

Operator Learning Through the Lens of Linear Algebra

Traditional machine learning methods seek to learn functions that map vector-valued input data to scalar-valued outputs or labels. Increasingly, however, applications in scientific machine learning (SciML) and other areas require models that map vector-valued data to vector-valued data. Such operator learning methods have been critical to recent breakthroughs in computational science, including on AI-driven methods for weather prediction, PDE solving, and more.

In this talk, I will discuss a research program that seeks to understand the sample complexity of operator learning, which is a critical bottleneck in many applications. We focus in particular on the problem of learning linear operators – i.e., matrices. Even this restricted setting leads to many interesting questions. I will highlight recent work that tackles some of these questions by leveraging tools from randomized numerical linear algebra (RandNLA). I will also discuss our efforts to develop a general learning theory for linear operators.

Based on joint work with Noah Amsel, Pratyush Avi, Tyler Chen, Feyza Duman Keles, Diana Halikias, Chinmay Hegde, Christopher Musco, and David Persson.

 

Registration and/or Abstract Submission

If you would like to participate (in any form), please register using the online registration form. The online registration form will be activated soon.
Deadline for the submission of talks: October 19, 2026.

Conference Poster and Booklet

Conference Poster

 

Download the poster.

 

Conference Booklet
 

TBA

Schedule (subject to change)

9:15-9:50

Registration and breakfast (provided)

9:50-10:00

Opening remarks

10:00-11:00   

Presentations

11:00-11:20

Coffee Break

11:20-12:20

Presentations

12:20-1:30

Lunch (provided)

1:30-2:30

Keynote lecture (Cameron Musco)

2:30-3:00

Coffee break

3:00-4:00

Presentations

4:00-4:20

Coffee break

4:20-5:00

Presentations

5:00-5:10

Closing remarks

6:00-8:00

Group dinner (attendance optional)

Speakers

Each contributed talk will be 10-15 minutes, plus 5 minutes for discussion and switching speakers.

Accommodation

Make your own arrangements. Please feel free to contact us for information on accommodation.

Contact

Email:

Location

Organizers

Benjamin Seibold and Daniel B. Szyld

Sponsors

Sponsored and supported by the Department of Mathematics, the College of Science and Technology, the Graduate School, the Center for Computational Mathematics and Modeling, Temple University, and the Simons Foundation.