FEP Lab

A collaboration between GN Hearing and Eindhoven University of Technology.

De Zaale, 5612 AZ Eindhoven

The FEPlab (Free Energy Principle Laboratory) is a collaboration between Eindhoven University of Technology (TU/e) and GN Hearing. The mission of the lab is to ameliorate the participation of hearing-impaired people in formal and informal social settings. The lab will focus its research on transferring a leading physics/neuroscience-based theory about computation in the brain, the Free Energy Principle (FEP), to practical use in human-centered agents such as hearing devices and VR technology.

GN Hearing, which is a globally leading hearing aid manufacturer with a strong research team (of about 20 persons) in Eindhoven, and the TU/e have already been collaborating for many years in BIASlab, which is a research team at the Electrical Engineering department at TU/e. This collaboration has produced theoretical foundations for synthetic FEP-based AI agents. FEPlab has been set up in 2022 and is expected to run until mid-2027. During this time, the partners will continue to develop these FEP agents into a technology that is ready for deployment in the professional hearing device industry.

FEPlab focuses on two Sustainable Development Goals: Goal 3, Good Health and Well-being, and Goal 5, Promote sustained, inclusive, and sustainable economic growth, full and productive employment, and decent work for all. Untreated hearing loss in the elderly increases the risk of developing dementia and Alzheimer’s disease (Ralli et al., 2019) as well as emotional and physical problems (Ciorba et al., 2012). Therefore, this research neatly ties into SDG3 Target 1: reducing premature mortality from non-communicable diseases. Moreover, hearing loss negatively impacts work participation (Svinndal et al., 2018). Hence, this research also ties into SDG8 Target 1: achieve higher levels of economic productivity through technology upgrading and innovation.

The lab comprises experts from different fields of expertise such as Audiology, Autonomous Agents & Robotics, Decision Making, and Machine Learning to tackle the complex multidisciplinary challenges at hand. Socially aware AI and explainable AI are especially important in the lab’s research since the technology needs to be aware of the social context in which it is operating and be able to provide justification for its decisions and actions in a manner that is understandable by humans to ensure its safe use.

  • Ralli, Massimo, et al. “Hearing loss and Alzheimer’s disease: A Review.” The international tinnitus journal 23.2 (2019): 79-85.
  • Ciorba, Andrea, et al. “The impact of hearing loss on the quality of life of elderly adults.” Clinical interventions in aging 7 (2012): 159.
  • Svinndal, Elisabeth Vigrestad, et al. “Hearing loss and work participation: a cross-sectional study in Norway.” International journal of audiology 57.9 (2018): 646-656.
Sustainable Development Goals

About the lab

Research projects

Reactive message passing for robust inference

Reactive message passing for FEP agents

Generative probabilistic models for audio processing

Generative probabilistic models for covert user interactions

Interaction design for hearing aid personalisation

Publications

FEP Lab

2025

Lukashchuk, M.; Trésor, R.; Nuijten, W. W. L.; Senoz, I.; Vries, B.

The Quotient Bayesian Learning Rule Proceedings Article

In: 2025.

Abstract | Links | BibTeX

Nuijten, W. W. L.; Lukashchuk, M.; Laar, T.; de Vries, B.

A Message Passing Realization of Expected Free Energy Minimization Miscellaneous

2025, (arXiv:2508.02197 [cs]).

Abstract | Links | BibTeX

Hojjati, A.; Ham, J.

Training for Defense: Satellite Events, held together with the 20th International Conference on Persuasive Technology, PERSUASIVE 2025 Journal Article

In: Persuasive Technology. PERSUASIVE 2025 Satellite Events, pp. 18–31, 2025, ISSN: 978-3-031-97176-1, (Place: Cham Publisher: Springer).

Abstract | Links | BibTeX

Ghazali, A. S.; Hafizalshah, H.; Sidek, S. N.; Yusof, H. M.; Ham, J.

Social Robots as Decision-Making Companions: Exploring the Impact of Social Cues on Human Responses Journal Article

In: International Journal of Humanoid Robotics, vol. 22, no. 3, 2025, ISSN: 0219-8436.

Abstract | Links | BibTeX

Chen, J.; Guo, F.; Zhang, Z.; Tian, X.; Ham, J.

Effects of Chatbots with Anthropomorphic Visual and Auditory Cues on Users’ Affective Preference: Evidence from Event-Related Potentials Journal Article

In: International Journal of Human-Computer Interaction, vol. XX, 2025, ISSN: 1044-7318.

Abstract | Links | BibTeX

Koranteng, F. N.; Matzat, U.; Wiafe, I.; Ham, J.

The Impact of Social Support Strategies on Users’ Credibility Perceptions and Continuous Use Intentions of Academic Social Networking Sites: An Empirical Study Journal Article

In: International Journal of Human-Computer Interaction, vol. XX, 2025, ISSN: 1044-7318.

Abstract | Links | BibTeX

Loman, C.; Pascual, L.; Akker, M.; Broek, R.; Hoogeveen, H.

Robustness Measures for Stochastic Parallel Machine Scheduling and Train Unit Shunting: Rail Dresden 2025 Journal Article

In: Robustness Measures for Stochastic Parallel Machine Scheduling and Train Unit Shunting, 2025.

Abstract | BibTeX

Li, M.; Zhang, J.; Guo, F.; Liao, Y.; Hu, X.; Ham, J.

Audiovisual Affective Design of Humanoid Robot Appearance and Voice Based on Kansei Engineering Journal Article

In: International Journal of Social Robotics, vol. 17, no. 1, pp. 15–37, 2025, ISSN: 1875-4791.

Abstract | Links | BibTeX

Koranteng, F. N.; Wiafe, I.; Ham, J.; Matzat, U.

Investigating the Effects of Implicit and Explicit Personalization on Perceived Credibility: 13th International Workshop on Behavior Change Support Systems, BCSS 2025 Journal Article

In: Behavior Change Support Systems 2025, pp. 29–42, 2025, (Publisher: CEUR-WS.org).

Abstract | Links | BibTeX

2024

Erp, B.; Nuijten, W. W. L.; Vries, B.

Online Structure Learning with Dirichlet Processes Through Message Passing: 5th International Workshop on Active Inference, IWAI 2024 Journal Article

In: Active Inference, pp. 91–104, 2024, ISSN: 978-3-031-77137-8, (Place: Cham Publisher: Springer).

Abstract | Links | BibTeX

Dameski, A.; Spahn, A.; Pouw, C. A. S.; Kodapanakkal, R.; Haans, A.; Corbetta, A.; Toschi, F.; Ham, J. R. C.; Bombaerts, G.

System-phenomenology: An empirical case for collectives in mediation theory Journal Article

In: Journal of Human-Technology Relations, vol. 2, no. 7031, 2024, ISSN: 2773-2266.

Abstract | Links | BibTeX

Chen, J.; Li, M.; Ham, J.

Different dimensions of anthropomorphic design cues: How visual appearance and conversational style influence users’ information disclosure tendency towards chatbots Journal Article

In: International Journal of Human-Computer Studies, vol. 190, pp. 103320, 2024, ISSN: 1071-5819.

Abstract | Links | BibTeX

Lukashchuk, M.; Nuijten, W. W. L.; Bagaev,; Senoz, I.; de Vries, B.

Riemannian Black Box Variational Inference Proceedings Article

In: 2024.

Abstract | Links | BibTeX

Tisza, G.; Song, H.; Markopoulos, P.; Barakova, E. I.; Ham, J.

Can Robots Enhance the Learning Experience by Making Music More Fun?: 33rd IEEE International Conference on Robot and Human Interactive Communication, ROMAN 2024 Journal Article

In: 2024 33rd IEEE International Conference on Robot and Human Interactive Communication, ROMAN 2024, pp. 893–900, 2024, (Publisher: Institute of Electrical and Electronics Engineers).

Abstract | Links | BibTeX

Nuijten, W. W. L.; de Vries, B.; Bagaev, D.

GraphPPL.jl: A Probabilistic Programming Language for Graphical Models Miscellaneous

2024.

Links | BibTeX

Nuijten, W. W. L.; Vries, B.

Reactive Environments for Active Inference Agents with RxEnvironments.jl Miscellaneous

2024, (arXiv:2409.11087 [eess]).

Abstract | Links | BibTeX

Lukashchuk, M.; Şenöz, I.; Vries, Bert

Q-conjugate Message Passing for Efficient Bayesian Inference Proceedings Article

In: Proceedings of The 12th International Conference on Probabilistic Graphical Models, pp. 295–311, PMLR, 2024, (ISSN: 2640-3498).

Abstract | Links | BibTeX

Kodapanakkal, R. I.; Haans, A.; Ham, J.; Giesen, R. J.; Güneş, N. D.; Markink, T. M. L.; Osinga, J. M.; Pouw, C. A. S.; Bombaerts, G.; Corbetta, A.; Dameski, A.; Spahn, A.; Toschi, F.

Investigating sociophysical attributes underlying train boarding efficiency and their importance for nudging Journal Article

In: Safety Science, vol. 177, no. 106568, 2024, ISSN: 0925-7535.

Abstract | Links | BibTeX

Adaji, I.; Oyibo, K.; Orji, R.; Ham, J.; Alslaity, A.

Preface to the 7th International Workshop on Personalizing Persuasive Technologies (PPT 2024): 19th International Conference on Persuasive Technology Adjunct, PERSUASIVE-ADJ 2024 Proceedings Article

In: Oyibo, K.; Xu, W.; Vlahu-Gjorgievska, E. (Ed.): Persuasive 2024 Adjunct Proceedings (PERSUASIVE-ADJ 2024), pp. 73–76, CEUR-WS.org, 2024.

Links | BibTeX

Ruijten, P. A. M.; Ham, J.; Jongh, N.

A serious game for promoting sustainable food choices: 19th International Conference on Persuasive Technology Adjunct, PERSUASIVE-ADJ 2024 Journal Article

In: Persuasive 2024 Adjunct Proceedings (PERSUASIVE-ADJ 2024), pp. 110–111, 2024, (Publisher: CEUR-WS.org).

Abstract | Links | BibTeX

Ruijten, P. A. M.; Smeding, J.; Ham, J.

How the Role of a Persuasive Robot Impacts One’s Attitude Towards It: 19th International Conference on Persuasive Technology, PERSUASIVE 2024 Journal Article

In: Persuasive Technology, pp. 252–261, 2024, ISSN: 978-3-031-58225-7, (Place: Cham Publisher: Springer).

Abstract | Links | BibTeX

Chen, J.; Guo, F.; Ren, Z.; Li, M.; Ham, J.

Effects of Anthropomorphic Design Cues of Chatbots on Users’ Perception and Visual Behaviors Journal Article

In: International Journal of Human-Computer Interaction, vol. 40, no. 14, pp. 3636–3654, 2024, ISSN: 1044-7318.

Abstract | Links | BibTeX

Kodapanakkal, R. I.; Pouw, C. A. S.; Bombaerts, G.; Corbetta, A.; Dameski, A.; Haans, A.; Ham, J.; Spahn, A.; Toschi, F.

A psychological approach to understanding microscopic and macroscopic structures during train boarding processes: International Conference on Traffic and Granular Flow, TGF 2022 Journal Article

In: Traffic and Granular Flow'22, pp. 223–230, 2024, ISSN: 9789819979752, (Publisher: Springer).

Abstract | Links | BibTeX

Gao, X.; Chen, D.; Gou, Z.; Ma, L.; Liu, R.; Zhao, D.; Ham, J.

AI-Driven Music Generation and Emotion Conversion Proceedings Article

In: Affective and Pleasurable Design, AHFE Open Acces, 2024, ISBN: 978-1-958651-99-5, (ISSN: 27710718 Issue: 123).

Abstract | Links | BibTeX

Song, H.; Barakova, E. I.; Ham, J.; Markopoulos, P.

The impact of social robots' presence and roles on children's performance in musical instrument practice Journal Article

In: British Journal of Educational Technology, vol. 55, no. 3, pp. 1041–1059, 2024, ISSN: 1467-8535, (_eprint: https://bera-journals.onlinelibrary.wiley.com/doi/pdf/10.1111/bjet.13416).

Abstract | Links | BibTeX

2023

Kodapanakkal, R.; Pouw, C. A. S.; Haans, A.; Ham, J. R. C.; Bombaerts, G.; Corbetta, A.; Dameski, A.; Spahn, A.; Toschi, F.

The Influence of Macroscopic Pedestrian Structures on Train Boarding Efficiency Journal Article

In: The Influence of Macroscopic Pedestrian Structures on Train Boarding Efficiency, vol. 2309.05476, pp. 1–27, 2023, (Publisher: arXiv.org).

Abstract | Links | BibTeX

Oyibo, K.; Adaji, I.; Orji, R.; Ham, J.; Vassileva, J.

Adaptive and Personalized Persuasive Technologies (ADAPPT 2023) Workshop: 31st ACM Conference on User Modeling, Adaptation and Personalization, UMAP 2023 Journal Article

In: UMAP '23 Adjunct, pp. 121–122, 2023, (Publisher: Association for Computing Machinery, Inc.).

Abstract | Links | BibTeX

Song, H.; Tsiakas, K.; Ham, J.; Markopoulos, P.; Brakova, E. I.

‘How Would you Score Yourself?’: The Effect of Self-assessment Strategy Through Robots on Children’s Motivation and Performance in Piano Practice Journal Article

In: International Journal of Social Robotics, vol. 16, no. 2, pp. 327–340, 2023, ISSN: 1875-4791.

Abstract | Links | BibTeX

People

Partners

GN Hearing is a global leader in intelligent audio solutions that let you hear more, do more and be more than you ever thought possible.

Eindhoven University of Technology (TU/e) is a public technical university in the Netherlands, situated at Eindhoven. TU/e is a research university specialising in engineering science & technology.

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