Equivariant Systems:

Theory and Applications in State Estimation, Artificial Intelligence and Control

Workshop at RSS 2025

Los Angeles, California, USA
Wednesday, June 25, 2025 (8:00 - 18:00)

⬇️ Jump to Call for Contributions 📢

Whether it is improved resiliency in localization, robustness in control, or more efficient and faster learning of physical systems, the continuous enhancement of robotic systems has a long history of finding and exploring new mathematical structures tailored to the needs of these systems and their tasks. Symmetry, exploiting the tools of Lie group theory and differential geometry, has proven to be a powerful framework to analyse and improve real-world algorithms leading to significant performance gains across a range of fields such as state estimation, machine vision, AI, and control. The goal of this workshop is to provide a platform for leading researchers to advocate for this new perspective by highlighting and explaining the benefits of using symmetry as the foundation for algorithm analysis and design compared to classical methods. Viewing the world through the lens of symmetry, and exploiting invariance and equivariance properties, allows for a simpler and more holistic reexamination of classical problems.

The workshop will be structured in three parts:

  1. In the first part, after an introductory tutorial on symmetry, two senior keynote speakers will deliver educational talks including state-of-the art applications on the use of equivariant systems theory in (a) state estimation and (b) control. This part will conclude with an intimate panel discussion between three senior experts in the field (disjoint from the keynote speakers). This change of protagonists on the stage will naturally foster discussions between the keynote speakers and the panelists, triggering also the audience's participation in a lively discussion.
  2. The second part will feature young researchers presenting their recent findings in a poster session, sharing their journeys into this complex mathematical field.
  3. The third part will consist of an educational third keynote talk on the benefit of equivariance in (c) artificial intelligence (of similar character to the first two keynote talks). A second, summarizing panel discussion with three senior experts and active audience participants will be moderated to merge the findings, questions, and challenges from all three subcommunities, thus highlighting novel avenues for the overall robotics community.

Both panel discussions will be guided by three overarching questions:

  1. How can we provide an easy entry point from which to engage young scientists and other interested individuals in this mathematically demanding field (and what are the audience's experiences)?
  2. What defines a good symmetry for a given problem set, and in which fields do we expect new symmetries to have the greatest impact?
  3. What are the open challenges in applying equivariant theory in robotics?
This workshop aims to foster a deeper understanding of the potential of equivariant system theory to enhance robotic systems and to educate and inspire the next generation of researchers.

Please join us at RSS 2025 to explore these exciting developments!
Speakers and Panelists (Invited)
Tim Barfoot
Professor
University of Toronto
Kostas Daniilidis
Professor
University of Pennsylvania
James Forbes
Associate Professor
McGill University
Noémie Jaquier
Assistant Professor
KTH Royal Institute of Technology
Maani Ghaffari
Assistant Professor
University of Michigan
Robert Mahony
Professor
Australian National University
Stephan Weiss
Professor
University of Klagenfurt
Jake Welde
PhD Candidate
University of Pennsylvania
Schedule (Tentative)
All times on the schedule are Los Angeles local time (UTC-7).
Opening Remarks 08:00 - 08:15
Background Lecture: Jake Welde 08:15 - 09:00
Symmetry Primer
Keynote: Stephan Weiss 09:00 - 10:00
Equivariant Theory in State Estimation
Coffee Break 10:00 - 10:30
Keynote: Robert Mahony 10:30 - 11:30
Equivariant Theory in Control
Panel Discussion: Tim Barfoot, James Forbes 11:30 - 12:15
Equivariance in State Estimation and Control
Lunch Break 12:30 - 14:00
Contributed Work: Spotlight Talks 14:00 - 15:00
Poster Session + Coffee Break 15:00 - 16:00
Keynote: Maani Ghaffari 16:00 - 17:00
Equivariant Theory in Artificial Intelligence
Panel Discussion: Noémie Jaquier, Kostas Daniilidis 17:00 - 17:45
Equivariance in Artificial Intelligence
Workshop Summary + Closing Remarks 17:45 - 18:00
Call for Contributions

We welcome submissions of extended abstracts to be presented (via spotlight talks and a poster session) on-site on the workshop day June 25, 2025. The organizing committee will review and decide which submissions will be presented at the workshop.

Apart from scientific excellence and relevance, the selection criteria include the promotion of early-stage and student-driven research. The authors are encouraged to refine their abstracts based on the received review and feedback gathered at the workshop, and ultimately submit a full paper to the peer-reviewed venue of their choice (i.e. the workshop is non-archival). We also welcome the submission of abstracts based on existing published/submitted work, but these submissions should clearly note the venue of publication.

Submission Guidelines

Submissions are welcome on the following non-exclusive list of topics:

  • Novel symmetries for sensors (navigation, manipulation, …)
  • Lie groups for estimation, control, and AI
  • Matrix Lie group methods
  • Symmetry-based approaches to trajectory tracking and control
  • Comparison of different symmetries highlighting their benefits and drawbacks in specific situations
  • Geometric deep learning (e.g., equivariant neural networks)
  • Invariance and canonicalization in machine learning
  • Symmetries for improved training phases as well as for improved inference
  • Limitations of symmetries in the fields of estimation, control, and AI
  • Modularity of symmetries
  • Mixed approaches using classical representations and symmetries
  • Handling broken or incomplete symmetry
  • Discrete symmetry groups
  • Variational integrators for mechanical systems
  • Connections between foundation models and symmetry
  • Real-world/simulated applications

Please submit your extended abstract as a PDF file via the OpenReview submission portal. Contributions should be no longer than 4+N pages in RSS double column format, including figures and N pages of references.

Best Student Poster Award

A “Best Student Poster Award” with a cash prize of USD 250 will be given to the top poster with a student as the first author, sponsored by the organizers.

Important Dates

Deadlines are at 23:59 Anywhere on Earth (UTC-12).
Deadline Notification
Early-Bird Submission May 06, 2025 May 12, 2025
Last-Minute Submission May 31, 2025 June 4, 2025
Note that after June 5, the late registration fees apply for the conference/workshops.
Organizers
Stephan Weiss
Professor
University of Klagenfurt
Jake Welde
PhD Candidate
University of Pennsylvania
Maani Ghaffari
Assistant Professor
University of Michigan
Robert Mahony
Professor
Australian National University
For any questions or concerns, please feel free to reach out to any of the organizers.