Connectionists: Deep Math 2025 call for papers

[Ahmed El Hady]

DeepMath 2025: Call for Abstracts


We are pleased to announce *DeepMath 2025*: the 7th installment of the 
Conference for the Mathematical Theory of Deep Learning 
(www.deepmath-conference.com). This year DeepMath will be held at the 
*University of Michigan in Ann Arbor Michigan*. We have a stellar lineup 
of invited speakers including:

  * Laura Balzano (University of Michigan)
  * Rama Chellappa (Johns Hopkins University)
  * Jelena Diakonikolas (University of Wisconsin)
  * Surbhi Goel (University of Pennsylvania)
  * Thomas Icard (Stanford University)
  * Robert Nowak (University of Wisconsin)

We are inviting researchers to present a poster during our poster 
session. Please submit your work no later than *August 31, 2025* on 
OpenReview using the following link:

https://openreview.net/group?id=deepmath-conference.com/DeepMath/2025/Conference 
<https://openreview.net/group?id=deepmath-conference.com/DeepMath/2025/Conference>

DeepMath is a highly interdisciplinary conference focused on 
understanding fundamental theory driving the success of Deep Learning. A 
principal goal of this conference is to bring together theoreticians 
working on deep learning from various disciplines and perspectives.  We, 
therefore, encourage submissions from researchers from diverse 
disciplines including but not limited to

  * ​​Statistics
  * Physics
  * Computer science
  * Neuroscience
  * Mathematics
  * Psychology
  * Engineering​

Topics may address any area of deep learning research such as:

  * Expressivity
  * Generalization
  * Optimization
  * Representations
  * Computation
  * Network architectures​
  * Recurrent networks
  * Emergent abilities like in-context learning, reasoning

To complement the many conferences with applications and theory the 
focus for DeepMath will be exclusively on the theoretical and 
mechanistic understanding of the underlying properties of neural networks.

Abstracts will not be made public (i.e., no official proceedings), and 
will be doubly-blind reviewed and selected for quality. All poster 
submissions should be properly anonymized in order to allow for blind 
refereeing. *Submissions should be no more than 1 page* although a 
second page may be used for references. Authors should submit a pdf file 
prepared using the *Latex style file available **here* 
<https://storage.googleapis.com/wzukusers/user-23451351/documents/5c90d93c12862PuReXwq/DeepMath_template.zip>and 
should adopt all formatting, subject headings, font sizes, etc. defined 
therein. Submissions that fail to meet the format requirements will not 
be reviewed. The first author listed on the abstract is considered to be 
the presenting author. Each presenting author may submit only one abstract.

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