Foretell of Future AI from Mathematical Foundation

Call for Papers

Topics

We encourage the paper and poster submission on the following topics and hope to encourage the discussion on the mathematical foundation in these topic in the community:

• Approximation Theorem of new architecture
  Discuss how this theorem assures that neural networks can approximate any continuous function, emphasizing the implications for AI model design.

• Mathematics-inspired optimization algorithms
  Examining cutting-edge optimization algorithms rooted in mathematical principles. 

• New Architectures Inspired by Mathematical Theories
  Investigating innovative AI structures based on mathematical theories.

Submission requirements

We accept both poster/short papers with no more than 4 pages and long papers with no more than 7 pages. All accepted papers will be presented as posters. The program committee will select a few papers for oral presentation. 

The submissions should adhere to the AAAI paper guidelines. The contributions will be non-archival but will be hosted on our workshop website. All contributions will be peer reviewed (single-blind).

For any questions email us at math4ai.nvaitc@gmail.com 

Submission Site Information

Papers should be submitted via OpenReview

Important Dates

Submission Deadline: October 22, 2025

Notification of Acceptance: November 5, 2025