5th International Workshop on

Spatio-Temporal Reasoning
and Learning

August 15, 16, or 17 (TBA), 2026 · co-located with IJCAI-ECAI 2026 · Bremen, Germany

About the Workshop

Spatio-temporal reasoning is becoming a central bottleneck for modern AI. Across language, vision, robotics, and multi-agent settings, current learning-based systems can be impressive at pattern recognition, yet they often fail when faced with distribution shifts, long-horizon dependencies, counterfactual queries, or the need to justify decisions in dynamic environments. At the same time, the community is seeing rapid progress in foundation models (including vision-language-action models), neural world models, and spatio-temporal representation learning, which creates an opportunity to couple these advances with structured representations and reasoning to improve robustness, transfer, and explainability.

STRL 2026 brings together the Knowledge Representation and Reasoning and Machine Learning communities to advance dependable spatio-temporal AI. We invite submissions that develop representations, learning methods, and evaluation resources for reasoning about space, time, motion, and events in dynamic environments (see topics below). A key goal is to identify reusable abstractions and benchmarks that improve robustness, generalization, and explainability across tasks and modalities.

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August 15, 16, or 17 (TBA), 2026

Workshop Date

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University of Bremen

Bremen, Germany

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Full Day

In-Person Workshop

Call for Papers

Topics of Interest

We invite submissions related to the integration of spatial and temporal reasoning with machine learning, including but not limited to:

  • Neuro-symbolic approaches to spatio-temporal reasoning and learning
  • Spatio-temporal commonsense reasoning and learning
  • Generalization in spatio-temporal reasoning and learning (compositional generalization, continual learning, transfer learning, causal reasoning)
  • Large language models and vision-language(-action) models for spatio-temporal reasoning and learning
  • World models for spatio-temporal reasoning and learning
  • Explainability and interpretability in spatio-temporal reasoning and learning
  • Spatio-temporal reasoning and learning in adjacent fields (e.g., robotics, computer vision, natural language processing, multi-agent systems, reinforcement learning, and knowledge graphs)
  • Benchmarks for spatio-temporal reasoning and learning
  • Real-world problems in spatio-temporal reasoning and learning

Keywords: Spatio-Temporal Reasoning, Neuro-Symbolic AI, Multimodal Learning, Commonsense Reasoning, World Models, Explainable AI, Benchmarks and Evaluation, Continual and Compositional Generalization

Submission Guidelines

We welcome submissions across the full spectrum of theoretical and practical work including research ideas, methods, applications, tools, benchmarks, surveys, and position papers.

Submision Format

Papers should be formatted according to the IJCAI-ECAI conference guidelines (The updated LaTeX styles and Word template are available at https://www.ijcai.org/authors_kit).

  • Short papers (4 pages, excluding references and appendices)
  • Regular papers (8 pages, excluding references and appendices)
  • Extended abstracts (2 pages, excluding references and appendices)

Unlimited additional pages containing references and supplementary materials are allowed.

Submission policy

The workshop is non-archival, i.e., authors are allowed to submit work that is under review or will be submitted elsewhere. We welcome ongoing and unpublished work. We will also accept papers that are under review at the time of submission, or that have been recently accepted without published proceedings. Extended abstracts of published papers are welcome, as long as they demonstrate a close link to the topic of the workshop. Authors of selected papers may be invited to submit an extended version of their work to a journal special issue related to the workshop.

Use of LLMs in Submissions: While we encourage the use of LLMs for brainstorming and drafting, we require that all submissions reflect the authors’ original work and ideas. Therefore, any submissions that include errors due to LLM-generated content (e.g., hallucinated references, inaccurate information) will be desk-rejected without review.

Review policy

All papers will be peer-reviewed in a double-blind process and assessed based on their novelty, technical quality, potential impact, clarity, and reproducibility (when applicable). At least one author per submission must commit to reviewing for the workshop. You will need to designate the reviewing author(s) on charingtool. Submissions without a nominated reviewer may be desk-rejected.

If you would like to become a reviewer for this workshop, please let us know.

Submit Your Paper

Important Dates

Workshop paper submission deadline
May 24, 2026, 23:59
Paper acceptance/rejection notification
June 10, 2026, 23:59
Camera-ready submission deadline
June 30, 2026, 23:59
Workshop date
August 15, 16, or 17 (TBA), 2026

All deadlines are AoE (Anywhere on Earth).

Workshop Program

Keynote Speakers

Steven Schockaert

Steven Schockaert

Cardiff University, UK

Steven Schockaert is Professor at Cardiff University. His research focuses on natural language processing, commonsense reasoning, representation learning, and neuro-symbolic AI. He is a fellow of the Alan Turing Institute.

T

To be announced

Details about the keynote speaker will be announced soon. Stay tuned for updates!

Tentative Schedule

TimeActivity
09:00 – 09:10Opening remarks, overview of goals, and logistics
09:10 – 10:00Keynote 1 Speaker TBA 40 min talk + 10 min Q&A
10:00 – 10:20Coffee break
10:20 – 11:20Contributed Session I 3–4 presentations (10 min talk + 5 min Q&A each)
11:20 – 12:00Poster lightning round + moderated discussion Up to 12 × 2 min
12:00 – 13:30Lunch break
13:30 – 14:20Keynote 2 Speaker TBA 40 min talk + 10 min Q&A
14:20 – 15:10Contributed Session II 2–3 presentations (10 min talk + 5 min Q&A each)
15:10 – 15:30Coffee break
15:30 – 16:20Poster session and demos Interactive, with discussion prompts
16:20 – 17:10Panel discussion and open Q&A E.g., benchmarks, evaluation, deployment challenges
17:10 – 17:30Wrap-up, takeaways, and community roadmap

Times may be adjusted to match the official IJCAI-ECAI 2026 workshop timetable.

Organization

Organizing Committee

Jae Hee Lee

Jae Hee Lee

University of Hamburg, Germany

Jakob Suchan

Jakob Suchan

Constructor University Bremen, Germany

Xun Gong

Xun Gong

Southwest Jiaotong University, China

Advisory Committee

Michael Sioutis

Michael Sioutis

University of Montpellier, France

Zhiguo Long

Zhiguo Long

Southwest Jiaotong University, China

Parisa Kordjamshidi

Parisa Kordjamshidi

Michigan State University, US

Mehul Bhatt

Mehul Bhatt

Örebro University, Sweden

Program Committee

Additional Program Committee members will be added as confirmations are received.

Venue

STRL 2026 is co-located with IJCAI-ECAI 2026. The IJCAI-ECAI 2026 workshops and tutorials will take place from August 15 to 17, 2026 at University of Bremen.

The exact STRL date, room, and final local logistics remain TBA.

Address: University of Bremen (Zentralbereich), Bibliothekstraße 1, 28359 Bremen. See the University of Bremen campus map.

Travel: tram line 6 connects Bremen Airport and Bremen Central Station with the Universität / Zentralbereich stop.

Previous Editions

STRL 2025

4th edition, co-located with IJCAI 2025

Montreal, Canada

STRL 2024

3rd edition, co-located with IJCAI 2024

Jeju, South Korea

STRL 2023

2nd edition, co-located with IJCAI 2023

Macao, S.A.R.

STRL 2022

1st edition, co-located with IJCAI-ECAI 2022

Vienna, Austria