| Vol-4037 urn:nbn:de:0074-4037-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).

# SAIS 2025
Swedish AI Society Workshop 2025

### Proceedings of Swedish AI Society Workshop 2025 (SAIS 2025)

### Halmstad, Sweden, 16-17 June 2025.

Edited by

### Sławomir Nowaczyk *
Anna Vettoruzzo **

* Halmstad University, Center for Applied Intelligent Systems Research, Halmstad University, Sweden
** Eindhoven University of Technology, AutoML group, Eindhoven University of Technology, Netherlands

## Table of Contents

- Preface
  Summary: There were 12 full papers submitted to SAIS 2025 workshop, and 21 short papers. Out of these, 10 papers were accepted for this volume as regular papers.

- RetinaGate: A Gated Feature Pyramid Network for Improved Object Detection with SE-based Attention 1-11
  Mahtab Jamali, Paul Davidsson, Reza Khoshkangini, Martin Georg Ljungqvist, Radu-Casian Mihailescu
- Navigating demand forecasting in make-to-order manufacturing: the role of global models and intermittent time-series 12-25
  Jonatan Flyckt, Niklas Lavesson
- Optimising Pixel-Wise Time-Series Analysis of Vegetation Indices Imagery via Key-Pixel Selection 26-38
  Tibo Bruneel, Welf Löwe, Morgan Ericsson, Diego Perez-Palacin, Jonas Nordqvist
- Different Hallucinations calls for Different Solutions - A Categorisation of LLM Transcription Mistakes 39-52
  Nemi Pelgrom, Håkan Grahn
- On the management of definitions in fast-paced research - A systematic collection of Uncertainty definitions in Computer Science 53-62
  Nemi Pelgrom, Mats Walldén, Karl Andersson
- Blimp-based Crime Scene Analysis 63-78
  Martin Cooney, Fernando Alonso-Fernandez
- Recommendation System of Client-Requested Projects in the Swedish Consultancy Market with LLMs 79-92
  Diogo Buarque Franzosi, Kristijan Capovski, Maycel Isaac, Stefan Byttner
- Transformers to Predict Embryo Quality Using Images and External Factors 93-104
  Adnane Soulaimani, Carina Schwaiger, Reza Khoshkangini, Magnus Johnsson, Thomas Ebner
- Quantifying User Engagement in a Triadic Human-Robot Interaction Setup: Incorporating Gaze, Head Pose, and Affective Cues 104-118
  Bahram Salamat Ravandi, John Currie, Pierre Gander, Robert Lowe
- Exploring trustworthy artificial intelligence and its stakeholders: A literature review 119-136
  Jabbar Hussain, Dina Koutsikouri, Jan Ljungberg

2025-09-03: submitted by Sławomir Nowaczyk, metadata incl. bibliographic data published under Creative Commons CC0
2025-09-22: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|