| Vol-4102 urn:nbn:de:0074-4102-x Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# STRL 2025
Spatio-Temporal Reasoning and Learning 2025

### Proceedings of the 4th International Workshop on Spatio-Temporal Reasoning and Learning (STRL 2025)
co-located with the 34th International Joint Conference on Artificial Intelligence (IJCAI 2025)

### Montreal, Canada, August 16, 2025.

Edited by

### Parisa Kordjamshidi *
Jae Hee Lee **
Mehul Bhatt ***
Michael Sioutis ****
Xun Gong *****
Zhiguo Long *****

* Michigan State University, Department of Computer Science and Engineering, USA
** University of Hamburg, Department of Informatics, Hamburg, Germany
*** Örebro University, School of Science and Technology, Örebro, Sweden
**** University of Montpellier, Laboratory of Computer Science, Robotics and Microelectronics of Montpellier, France
***** Southwest Jiaotong University, School of Computing and Artificial Intelligence, Chengdu, China

## Table of Contents

- Preface
  Summary: There were 10 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume, all 6 as regular papers. Finally, the proceedings were supplemented with 2 keynotes.

### Keynotes

- Spectral-spatial-temporal Modelling for Hyperspectral Object Tracking (Abstract)
  Jun Zhou
- Building the Foundations of Temporal Graph Learning: Visualization, Evaluation, and Applications (Abstract)
  Reihaneh Rabbany

### Peer-reviewed Papers

- Multimodal Spatio-Temporal Vehicle Speed Prediction Using Hexagonal Grids in Santiago, Chile
  Diego Silva, Billy Peralta, Orietta Nicolis, Andres Bronfman, Luis Caro, Hans Lobel
- Exploring Spatial Language Grounding Through Referring Expressions
  Akshar Tumu, Parisa Kordjamshidi
- Rule-Based Error Detection and Correction to Operationalize Movement Trajectory Classification
  Bowen Xi, Kevin Scaria, Divyagna Bavikadi, Paulo Shakarian
- LoGo: Local-Global Context Modeling and Cross-Level Regression for Temporal Action Localization
  Li Xinxin, Yang Zhe
- Multi-Level Pose-Guidance with Cross-Modality Fusion for Long-Term Spatio-Temporal Person Re-Identification
  Qingyuan Deng, Keyu Zhu, Jindan Wu, Xiaoning Li, Xinxin Li, Shihai He, Lin Feng
- HexaClus: Interpretable Hexagonal Supervised Spatial Clustering
  Yameng Guo, Seppe vanden Broucke

2025-10-06: submitted by Michael Sioutis, metadata incl. bibliographic data published under Creative Commons CC0
2025-11-20: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|