Agent and multi-agent systems

In broad sense, an agent is an intelligent, autonomous entity that perceives its environment through sensors and acts upon that environment through actuators. We work on a wide range of topics, for example:

  • Learning agents, including computational architectures for learning agents, evolution, adaptation, and multi-agent learning
  • Agent-based simulation, including emergent behavior, participatory simulation, and simulation techniques, tools and environments
  • Agent decision-making architectures and their evaluation, including reasoning (single and multi-agent), knowledge representation, ontological reasoning, and planning
  • Agent-oriented software engineering, including agent development techniques, tools and environments, agent programming languages
  • Virtual agents, including agents in games and virtual environments, companion and conversational agents

Contact Matjaž Gams

CURRENT PROJECTS

Datavysts (Data2Action)

Datavysts (Data2Action)

Datavysts is a Marie Skłodowska-Curie Actions (MSCA) Doctoral Network funded underHorizon Europe, with additional support from UK Research and Innovation...

ChatMED

ChatMED

V okviru projekta ChatMED smo razvili in izboljšali spletno aplikacijo HomeDOCtor. Uporabnikom je na voljo več naprednih jezikovnih modelov (GPT-4.1,...

HomeDOCtor

HomeDOCtor is the name of the computer system and project. Its purpose is to provide residents of Slovenia with concrete...

WellBEEing

A. Gradišek The goal of the project is to assess the condition of bee colonies using a series of smart...

Stem Cell Therapy for Chronic Heart Failure

A. Gradišek The project deals with the stem cell therapy that can benefit patients suffering from chronic heart failure. The...

TSAAI

A. Gradišek We are developing the platform FUTUR-IA which will contain eight modules about various AI topics. The aim is...

PAST PROJECTS

VALENCE Project

VALENCE Project

The department of intelligent systems (E9) continues to work closely with partners regarding the VALENCE (Advancing machine learning in vocational...

ROBKONCEL

ROBKONCEL

M. Gams, A. Marinko Short description, main aims and objectives of the project: Intelligent system for total quality control in...

INSIEME

INSIEME

M. Gams, E. Dovgan, P. Kocuvan ISE-EMH INSIEME: Electronic and Mobile Health Platform Short description, main aims and objectives of...

BATMAN

BATMAN

M. Gams, A. Gradišek, E. Dovgan, Z. Vuk BATMAN: Biomolecular Analyzes for Tailored Medicine in Acne iNversa Short description, main...

URBANITE

URBANITE

M. Gams, M. Smerkol URBANITE: Supporting the decision-making in urban transformation with the use of disruptive technologies Short description, main...

Adaptive Predictive Analytics and Decisioning Engine in Cloud

Adaptive Predictive Analytics and Decisioning Engine in Cloud

B. Kaluža Adaptive Predictive Analytics and Decisioning Engine in Cloud project Short description, main aims and objectives of the project:...

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PEOPLE

Prof. Matjaž Gams

Agent and Multi-Agent Systems Head

+386 1 477 3644

Primož Kocuvan, M.Sc.

Agent and Multi-Agent Systems

+386 1 477 3967

Žiga Kolar, B.Sc.

Agent and Multi-Agent Systems

+386 1 477 3865

Tadej Hrovat

Agent and Multi-Agent Systems

+386 1 477 3807

Julija Stopar

Agent and Multi-Agent Systems

+386 1 477 3812

Vuk Dinić

Agent and Multi-Agent Systems

Akram Naoufel Tabet

Agent and Multi-Agent Systems

PUBLICATIONS

297 entries « 1 of 6 »

2025

Journal Articles

Jitendra Jonnagaddala, Miljana Shulajkovska, Anton Gradišek, Junzhou Huang, others

Multimodal analysis of whole slide images in colorectal cancer Journal Article

In: NPJ digital medicine, no. vol. 8, article no. 719, pp. str. 1-18, 2025.

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Patrick Chwalek, Marie Kuronaga, Isamar Zhu, David Susič, Anton Gradišek, Marina Arbetman, others

High-res acoustic and environmental data to monitor Bombus dahlbomii amid invasive species, habitat loss Journal Article

In: Scientific data, no. vol. 12, article no. 548, pp. str. 1-13, 2025.

BibTeX | Links:

David Susič, Johanna A. Robinson, Danilo Bevk, Anton Gradišek

Acoustic monitoring of solitary bee activity at nesting boxes Journal Article

In: Ecological solutions and evidence, vol. vol. 6, no. iss. 3, [article no.] e70080, pp. str. 1-13, 2025.

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Jure Andolšek, Maj Zirkelbach, Matej Černe, Jana Krivec

Checkmate the stress : how sleep quality and engagement shape daily cognitive adaptability in elite chess players Journal Article

In: Applied cognitive psychology, vol. vol. 39, no. iss. 6, article no. e70146, pp. 15 str., 2025.

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Zoja Anžur, Klara Žinkovič, Junoš Lukan, Pietro Barbiero, Gašper Slapničar, Mohan Li, Martin Gjoreski, Maike E. Debus, Sebastijan Trojer, Mitja Luštrek, Marc Langheinrich

A review of methods for unobtrusive measurement of work-related well-being Journal Article

In: Machine learning and knowledge extraction, vol. vol. 7, no. iss. 3, pp. str. 1-22, 2025.

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Matjaž Gams

2024 ACM A.M. Turing Award : Richard S. Sutton and Andrew G. Barto for Reinforcement learning Journal Article

In: Informatica : an international journal of computing and informatics, vol. vol. 49, no. no. 3, pp. str. 459–460, 2025.

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Jovana Dobreva, Ivana Karasmanakis, Filip Ivanišević, Tadej Horvat, Matjaž Gams, Monika Simjanoska Misheva

RAGCare-QA : a benchmark dataset for evaluating retrieval-augmented generation pipelines in theoretical medical knowledge Journal Article

In: Data in brief, no. vol. 63, [article no.] 112146, pp. str. 1-11, 2025.

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Rok Smodiš, Filip Ivanišević, Ivana Karasmanakis, Primož Kocuvan, Tadej Horvat, Matjaž Gams

(R)evolucija slovenskega zdravstva z uporabo metod umetne inteligence : ocena finančnih koristi na primeru sistema HomeDOCtor Journal Article

In: Uporabna informatika, pp. str. [1-22], 2025.

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Matjaž Gams, Anže Marinko, Nina Reščič, Aljoša Vodopija, Sophie Vandepitte, Delphine De Smedt, Jana S. Javornik, Franc Strle, Vito Janko, David Susič, Zoja Anžur, Mitja Luštrek

Balancing health and socioeconomic impacts : a uniform framework for evaluating non-pharmaceutical interventions Journal Article

In: PloS one, vol. vol. 20, no. iss. 6, [article no.] e0324232, pp. str. 1-25, 2025.

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Monika Simjanoska Misheva, Dragan Shahpaski, Jovana Dobreva, Matjaž Gams, others

AI act compliance within the MyHealth@EU framework : tutorial Journal Article

In: Journal of medical internet research, no. vol. 27, [article no.] e81184, pp. str. 1-17, 2025.

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Matjaž Gams, Tadej Horvat, Žiga Kolar, Primož Kocuvan, Kostadin Mishev, Monika Simjanoska Misheva

Evaluating a nationally localized AI Chatbot for personalized primary care guidance : insights from the HomeDOCtor deployment in Slovenia Journal Article

In: Healthcare, vol. vol. 13, no. iss. 15, pp. 1-17 str., 2025.

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Gašper Slapničar, Mitja Luštrek, Erik Dovgan, others

Intelligent supportive system for people with profound intellectual and multiple disabilities Journal Article

In: Advanced intelligent systems, no. vol., pp. 1-19 str., 2025.

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Book Chapters

Matjaž Gams

Artificial intelligence might save us Incollection

In: Gerald G. Sander, Ana Pošćić, Adrijana Martinović (Ed.): Exploring digital legal landscapes, pp. str. 9-28, Logos Verlag, Berlin, 2025.

BibTeX

2024

Journal Articles

Tomislav Katić, Jana Krivec, Darko Palačić

Challenges of labor migration : perception of domestic/foreign workers and management on occupational health and safety in Croatia Journal Article

In: Global journal of business and integral security, vol. vol. 7, no. no. 3, pp. 8 str., 2024.

BibTeX

Miljana Shulajkovska, Maj Smerkol, Gjorgji Noveski, Matjaž Gams

Enhancing urban sustainability : Developing an open-source AI framework for smart cities Journal Article

In: Smart cities, vol. vol. 7, no. no. 5, pp. str. 2670-2701, 2024.

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Tine Kolenik, Günter Schiepek, Matjaž Gams

Computational psychotherapy system for mental health prediction and behavior change with a conversational agent Journal Article

In: Neuropsychiatric Disease and Treatment, no. vol. 20, [article no.] 2309558, pp. str. 2465-2498, 2024.

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Matjaž Gams, Sebastjan Kramar

Evaluating ChatGPT’s consciousness and its capability to pass the Turing test : A comprehensive analysis Journal Article

In: Journal of computer and communications, vol. vol. 12, no. no. 3, pp. str. 219-237, 2024.

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David Susič, Anton Gradišek, Matjaž Gams

PCGmix : a data-augmentation method for heart-sound classification Journal Article

In: IEEE journal of biomedical and health informatics, vol. vol. 28, no. iss. 11, pp. str. 6874-6885, 2024.

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Miljana Shulajkovska, Maj Smerkol, Gjorgji Noveski, Marko Bohanec, Matjaž Gams

Artificial intelligence-based decision support system for sustainable urban mobility Journal Article

In: Electronics, vol. vol. 13, no. no. 18, pp. 14 str., 2024.

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Gjorgji Noveski, Mathis Jeroncic, Thomas Velard, Primož Kocuvan, Matjaž Gams

Comparison of large language models in generating machine learning curricula in high schools Journal Article

In: Electronics, vol. vol. 13, no. iss. 20, [article no.] 4109, pp. str. 1-23, 2024.

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Books

David Susič

Identification of hearth sounds for the analysis of cardiac pathology using machine learning : doctoral dissertation = Identifikacija srčnih zvokov za analizo bolezni srca s pomočjo strojnega učenja : doktorska disertacija Book

[D. Susič], Ljubljana, 2024.

BibTeX

Anže Marinko, Jože Ravničan, Tomaž Hohler, Matjaž Gams

Naprava in postopek za napovedovanje življenjske dobe rezilnih orodij s primerjavo tresljajev v času obdelave : patent SI 26419 A, 2024-03-29 Book

Urad RS za intelektualno lastnino, Ljubljana, 2024.

BibTeX

2023

@article

Anton Gradišek, Jani Bizjak, Aleksej Popovski, Janez Grad

Bumble bee nest thermoregulation : a field study @article

2023.

BibTeX | Links:

Vito Janko, Nina Reščič, Aljoša Vodopija, David Susič, Carlo De Masi, Tea Tušar, Anton Gradišek, Sophie Vandepitte, Delphine De Smedt, Jana S. Javornik, Matjaž Gams, Mitja Luštrek

Optimizing non-pharmaceutical intervention strategies against COVID-19 using artificial intelligence @article

2023.

BibTeX | Links:

Miljana Shulajkovska, Maj Smerkol, Erik Dovgan, Matjaž Gams

A machine-learning approach to a mobility policy proposal @article

2023.

BibTeX | Links:

David Susič, Lea Bombač Tavčar, Miha Lučovnik, Hana Hrobat, Lea Gornik, Anton Gradišek

Wellbeing forecasting in postpartum anemia patients @article

2023.

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David Susič, Shabbir Syed-Abdul, Erik Dovgan, Jitendra Jonnagaddala, Anton Gradišek

Artificial intelligence based personalized predictive survival among colorectal cancer patients @article

2023.

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Miljana Shulajkovska, Gjorgji Noveski, Maj Smerkol, Jure Grabnar, Erik Dovgan, Matjaž Gams

EU smart cities : towards a new framework of urban digital transformation @article

2023.

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Primož Kocuvan, Aleksander Hrastič, Andrea Kareska, Matjaž Gams

Predicting a fall based on gait anomaly detection : a comparative study of wrist-worn three-axis and mobile phone-based accelerometer sensors @article

2023.

BibTeX | Links:

Miha Mlakar, Anton Gradišek, Mitja Luštrek, Gregor Jurak, Maroje Sorić, Bojan Leskošek, Gregor Starc

Adult height prediction using the growth curve comparison method @article

2023.

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@inproceedings

Kawai Kitoshi, Gašper Slapničar, Akira Hirose, Mitja Luštrek

Comparison of advanced processing methods for PPG denoising using a novel signal quality metric @inproceedings

2023.

BibTeX

Andrejaana Andova, Aljoša Vodopija, Jordan Cork, Tea Tušar, Bogdan Filipič

An attempt at predicting algorithm performance on constrained multiobjective optimization problems @inproceedings

2023.

BibTeX

Tea Tušar, Peter Korošec, Bogdan Filipič

Večstopenjski postopek vrednotenja rešitev pri načrtovanju elektromotorja = A multi-step evaluation process in electric motor design @inproceedings

2023.

BibTeX

Matjaž Gams

ChatGPT through Tononi's definition of consciousness = Analiza ChatGPT skozi Tononijevo definicijo zavesti @inproceedings

2023.

BibTeX

Matjaž Gams

Depopulation politics = Depopulacijska politika @inproceedings

2023.

BibTeX

David Susič, Matjaž Gams

Time-series cutmix data augmentation for heart sound classification using neural networks = Foreword @inproceedings

2023.

BibTeX

Žiga Kolar, Andrej Lukšič, Andrej Vozlič, Matjaž Gams

Types of democracy defined : keyword extraction from eleven different text descriptions @inproceedings

2023.

BibTeX

Matic Zadobovšek, Primož Kocuvan, Matjaž Gams

Vpeljava virtualnega asistenta ChatGPT v medicinsko platformo = Implementation of a virtual assistant ChatGPT into the medical platform @inproceedings

2023.

BibTeX

Tilen Šket, David Susič, Candace Galen, Johannes Schul, Marina Arbetman, Victoria Campopiano Robinson, Cristian Alfonso Villagra Gil, Valentina Herrera, Anton Gradišek

Identifying bumblebee buzzes using neural networks @inproceedings

2023.

BibTeX

Marcel Franse Martinšek, Junoš Lukan, Larissa Bolliger, Els Clays, Primož Šiško, Mitja Luštrek

Social interaction prediction from smart-phone sensor data @inproceedings

2023.

BibTeX

2022

@article

David Susič, Janez Tomšič, Matjaž Gams

Ranking effectiveness of non-pharmaceutical interventions against COVID-19 : a review @article

2022.

BibTeX | Links:

Amadej Jankovič, Tine Kolenik, Veljko Pejović

Can personalization persuade? Study of notification adaptation in mobile behavior change intervention application @article

2022.

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David Susič, Gregor Poglajen, Anton Gradišek

Identification of decompensation episodes in chronic heart failure patients based solely on heart sounds @article

2022.

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Matjaž Gams, Žiga Kolar, Zdenko Vuk, Christina Samuelsson, Bernard Jäger, Erik Dovgan

Similarities and differences between EU Platforms in the AHA and AAL domains from a software viewpoint @article

2022.

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Martin Gjoreski, Vladimir Kuzmanovski, Marko Bohanec

BAG-DSM : a method for generating alternatives for hierarchical multi-attribute decision models using bayesian optimization @article

2022.

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Stefan Kalabakov, Simon Stankoski, Ivana Kiprijanovska, Andrejaana Andova, Nina Reščič, Vito Janko, Martin Gjoreski, Matjaž Gams, Mitja Luštrek, others

What actually works for activity recognition in scenarios with significant domain shift : lessons learned from the 2019 and 2020 Sussex-Huawei challenges @article

2022.

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Primož Kocuvan, Erik Dovgan, Simon Ražman, Devid Palčič, Matjaž Gams

Applications of the Insieme Platform : a case study @article

2022.

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Arlene J. Astell, Jani Bizjak, Matjaž Gams, Anton Gradišek, Karmen Goljuf, others

Developing a pragmatic evaluation of ICTs for older adults with cognitive impairment at scale : the IN LIFE experience @article

2022.

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@incollection

Tine Kolenik

Methods in digital mental health : smartphone-based assessment and intervention for stress, anxiety, and depression @incollection

2022.

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@inproceedings

Matjaž Gams

Nekaj primerov demografskega zmanjševanja = Examples of demographic schrinking @inproceedings

2022.

BibTeX

297 entries « 1 of 6 »