| Vol-4073 urn:nbn:de:0074-4073-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).

# BEHAIV 2025
AI for Understanding Human Behavior in Professional Settings 2025

### Proceedings of the 2025 Workshop on AI for Understanding Human Behavior in Professional Settings (BEHAIV 2025)
co-located with 28th European Conference on Artificial Intelligence (ECAI 2025)

### Bologna, Italy, October 25th, 2025.

Edited by

### Myra Spiliopoulou 1
Sławomir Nowaczyk 2
Marco Ragni 3
Jerzy Stefanowski 4

1 Otto von Guericke University, Faculty of Computer Science, Otto-von-Guericke-University Magdeburg, Germany
2 Halmstad University, Center for Applied Intelligent Systems Research, Halmstad University, Sweden
3 Chemnitz University of Technology, Chemnitz University of Technology, Chemnitz, Germany
4 Poznan University of Technology, Institute of Computing Science, Poznan, Poland

## Table of Contents

- Preface
  Summary: There were 7 full papers submitted to BEHAIV 2025 workshop. Out of these, 6 papers were accepted for this volume as regular papers.

- Explainable Next-Purchase Recommendations: A Multistakeholder Framework 1–14
  Maciej Mozolewski, Honorata Zych, Sabri Manai, Krzysztof Kutt, Grzegorz J. Nalepa
- Smart but Safe: How Industrial AI Challenges Existing Occupational Safety Regulations 15–25
  Dagmar Gesmann-Nuissl, Stefanie Meyer
- Embedding Analogies for Evaluating Emotion in LLM-Generated Utterances 26–41
  Sadegh Jafari, Els Lefever, Véronique Hoste
- Counterfactual Explanation for Anomaly Detection using Graph Neural Network 42–55
  Xiangyu Shi, Abhishek Srinivasan, Sepideh Pashami
- Application of Spatio-Temporal Graph Convolutional Networks in Strength Sports: Predicting the One-Repetition Maximum (1-RM) 56–69
  Mateusz Kunik, Marek Kowal, Krzysztof Patan
- Comparing visual tools for pairwise comparisons of tabular data 70–79
  Anne Rother, Matteo Polsinelli, Till Ittermann, Giuseppe Placidi, Myra Spiliopoulou

2025-09-03: submitted by Sławomir Nowaczyk, metadata incl. bibliographic data published under Creative Commons CC0
2025-10-23: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|