Call for Papers: Non-Euclidean Foundation Models and Geometric Learning Workshop @ NeurIPS 2025

The Non-Euclidean Foundation Models and Geometric Learning Workshop will take place at NeurIPS 2025 in San Diego, CA, USA, from December 2–7, 2025.

Topics and Scope

We welcome submissions on topics related to the intersection of foundation models and non-Euclidean representation learning, including:

Theoretical Foundations

  • Generalization error, representation precision, curvature-dimension tradeoffs
  • Geometric properties (curvature, geodesics, isometries)
  • Expressive power of non-Euclidean representations

Architectures and Algorithms

  • Adapting existing foundation models to non-Euclidean spaces
  • Developing new foundation models for non-Euclidean operations
  • Investigating non-Euclidean architectures in conjunction with foundation models

Applications

  • Graph analysis, text processing, image understanding
  • Biomedical research and AI for scientific discovery
  • Drug discovery, material science, climate modeling

Trustworthiness and Robustness

  • Adversarial robustness, fairness, interpretability
  • Privacy in non-Euclidean foundation models

Benchmarks and Tools

  • New datasets and evaluation protocols
  • Software libraries supporting the integration of foundation models and non-Euclidean representations

Submission Guidelines

Paper Format

  • Length: PDFs of ≤ 9 pages (excluding references and appendices)
  • Template: Use the NeurIPS 2025 LaTeX style file
  • Review Process: Double-blind review (submissions must be anonymized)

Submission Types

We welcome work that is:

  1. Original and unpublished
  2. Recently published
  3. Work-in-progress

Note: By default, submissions will not have archival proceedings.

Awards and Presentation

  • Outstanding papers will be selected for lightning talks
  • Best paper award will be announced at the workshop
  • All accepted papers will be presented as posters

Submission Site

Paper submissions are managed through OpenReview.

Important Dates

  • Paper Submission Deadline: TBA
  • Author Notification: TBA
  • Camera-Ready Submission: TBA
  • Workshop Date: December 2–7, 2025
  • Location: San Diego, CA, USA
  • Timezone: Anywhere On Earth (UTC-12)

Contact

For questions about submissions, please contact us at negel2025@outlook.com.

We look forward to your participation at NeurIPS 2025!