Flanders Artificial Intelligence Research program (FAIR) – second cycle

Research output

Research output per year 2020 2020 2021 2022 2023 2024 2025

• 82 Conference paper
• 71 Article
• 16 Poster
• 13 Unpublished paper
• 20 More
  • 10 Unpublished abstract
  • 2 Software
  • 2 PhD Thesis
  • 1 Meeting abstract (Book)
  • 1 Chapter
  • 1 Scientific review
  • 1 Special issue
  • 1 Blog
  • 1 Digital or Visual Products

Research output per year

Research output per year

Search results

• 2024

  A novel Reservoir Architecture for Periodic Time Series Prediction

  Yuan, Z., Wiggins, G. & Botteldooren, D., Jul 2024, 2024 International Joint Conference on Neural Networks, IJCNN 2024 - Proceedings. IEEE Xplore Digital Library, p. 1-8 8 p. (Proceedings of the International Joint Conference on Neural Networks).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

• A Reinforcement Learning Framework For Studying Group And Individual Fairness: Extended Abstract

  Cimpean, I. A., Jonker, C. M., Libin, P. & Nowe, A., 2024, The 23rd International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2024: Extended Abstract. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 2216-2218 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Reinforcement learning 100%
  • History 58%
  • Markov processes 52%
  • Decision support systems 51%

• Decentralised Emergence of Robust and Adaptive Linguistic Conventions in Populations of Autonomous Agents Grounded in Continuous Worlds

  Botoko Ekila, J., Nevens, J., Verheyen, L., Beuls, K. & Van Eecke, P., 2024, Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems (AAMAS-2024). . International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 2168-2170 3 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Autonomous agents 100%
  • Linguistics 77%
  • Sensors 41%
  • Defects 27%
  • Experiments 14%

• Human-readable programs as the actor of a Reinforcement Learning agent using Critic-Moderated Evolution

  Deproost, S., Steckelmacher, D. & Nowe, A., 17 Nov 2024, Proceedings of the 2024 Benelux Conference on Artificial Intelligence. Benelux Association for Artificial Intelligence (BNVKI-AIABN), p. 1-18 14 p. (BNAIC Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

• Interactively Learning the User’s Utility for Best-Arm Identification in Multi-Objective Multi-Armed Bandits

  Reymond, M., Bargiacchi, E., Roijers, D. M. & Nowe, A., 6 May 2024, Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2024). Alechina, N., Dignum, V., Dastani, M. & Sichman, J. S. (eds.). International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 1611-1620 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

• Postulates for provenance: Instance-based provenance for first-order

  Bogaerts, B., Jakubowski, M. & Van Den Bussche, J., 2024, Proceedings of the ACM on Management of Data. 2 ed. Association for Computing Machinery, Vol. 2. 16 p. 95. ( Proceedings of the ACM on management of data; vol. 2, no. 2).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  23 Downloads (Pure)

• The role of generalisation in an Adaptive Resonance Theory model of learning inflection classes

  Dekker, P., Rasilo, H. & De Boer, B., 19 May 2024, The Evolution of Language: Proceedings of the 15th International Conference (Evolang XV). The Evolution of Language Conferences, p. 118-121 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Linguistics 100%
  12 Downloads (Pure)

• The Wasserstein Believer: Learning Belief Updates for Partially Observable Environments through Reliable Latent Space Models

  Avalos, R., Delgrange, F., Nowé, A., Pérez, G. A. & Roijers, D. M., 7 May 2024, The Twelfth International Conference on Learning Representations: ICLR 2024. OpenReview.net, 9 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Markov processes 100%
  • Statistics 70%
  • Recurrent neural networks 49%
  • Probability distributions 44%
  15 Downloads (Pure)

• Trustworthy and Explainable Offline Reinforcement Learning by Inferring a Discrete-State Discrete-Action MDP from a Continous-State Continuous-Action dataset

  Steckelmacher, D. & Nowe, A., 18 Nov 2024, Proceedings of the 2024 Benelux Conference on Artificial Intelligence. Benelux Association for Artificial Intelligence (BNVKI-AIABN), p. 1-16 14 p. (BNAIC Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  11 Downloads (Pure)

• Utility-Based Reinforcement Learning: Unifying Single-objective and Multi-objective Reinforcement Learning

  Vamplew, P., Foale, C., Hayes, C. F., Mannion, P., Howley, E., Dazeley, R., Johnson, S., Källström, J., De Oliveira Ramos, G., Radulescu, R., Röpke, W. & Roijers, D. M., May 2024, Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 2717–2721 5 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access
• 2023

  A Brief Guide to Multi-Objective Reinforcement Learning and Planning: JAAMAS Track

  Hayes, C. F., Radulescu, R., Bargiacchi, E., Källström, J., Macfarlane, M., Reymond, M., Verstraeten, T., Zintgraf, L., Dazeley, R., Heintz, F., Howley, E., Irissappane, A. A., Mannion, P., Nowe, A., De Oliveira Ramos, G., Restelli, M., Vamplew, P. & Roijers, D. M., May 2023, The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023). International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), Vol. 2023-May. p. 1988-1990 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Reinforcement learning 100%
  • Decision making 72%
  • Planning 63%
  2 Citations (Scopus)

• Early Fault Detection Using Deep Learning on Compressed Cyclic Spectral Coherence Maps

  Perez Sanjines, F. R., Peeters, C., Verstraeten, T., Vervlimmeren, I., Nowe, A. & Helsen, J., 28 Sep 2023, ASME Turbo Expo 2023: Turbomachinery Technical Conference and Exposition. ASME, Vol. 14. 9 p. v014t37a001. (Proceedings of the ASME Turbo Expo; vol. 14).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Fault detection 100%
  • Deep learning 96%
  • Turbines 55%
  • Frequency bands 31%

• Evaluating Quality of Visual Explanations of Deep Learning Models for Vision Tasks

  Yang, Y., Mahmoudpour, S., Schelkens, P. & Deligiannis, N., 21 Apr 2023, International Conference on Quality of Multimedia Experience (QoMEX). IEEE, p. 159-164 6 p. (2023 15th International Conference on Quality of Multimedia Experience, QoMEX 2023).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Deep learning 100%
  • Convolutional neural networks 50%
  • Decision making 40%
  • Deep neural networks 27%
  • Artificial intelligence 24%
  1 Citation (Scopus)

• Mathematical Foundations for Joining Only Knowing and Common Knowledge

  Cramer, M., Pollaci, S. & Bogaerts, B., Sep 2023, Proceedings of the 20th International Conference on Principles of Knowledge Representation and Reasoning. Marquis, P., Son, T. C. & Kern-Isberner, G. (eds.). ijcai.org, p. 167-177 11 p. (Proceedings of the International Conference on Knowledge Representation and Reasoning).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Joining 100%
  • Semantics 69%
  1 Citation (Scopus)

• Model-Agnostic Visual Explanations via Approximate Bilinear Models

  Joukovsky, B., Sammani, F. & Deligiannis, N., 11 Jul 2023, 2023 IEEE International Conference on Image Processing. IEEE, p. 1770-1774 5 p. (Proceedings - International Conference on Image Processing, ICIP).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • singular value decomposition 100%
  • partitioning 69%
  • perturbation 65%
  • matrix 49%
  • sampling 46%
  204 Downloads (Pure)

• Neuro-Symbolic Procedural Semantics for Reasoning-Intensive Visual Dialogue Tasks

  Verheyen, L., Botoko Ekila, J., Nevens, J., Van Eecke, P. & Beuls, K., 2023, Proceedings of the 26th European Conference on Artificial Intelligence: ECAI 2023. IOS Press, Vol. 372. p. 2419-2426 8 p. (Frontiers in Artificial Intelligence and Applications).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Semantics 100%
  • Data storage equipment 59%
  • Artificial intelligence 42%
  • Data structures 40%
  4 Citations (Scopus)

• Pattern mining based data fusion for wind turbine condition monitoring

  Chesterman, X., Verstraeten, T., Daems, P-J., Nowe, A. & Helsen, J., 21 Jun 2023, Journal of Physics: Conference Series. 1 ed. IOP Publishing, Vol. 2507. 13 p. (Journal of Physics: Conference Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Data fusion 100%
  • Condition monitoring 97%
  • Wind turbines 80%
  • Preventive maintenance 36%
  • Costs 35%
  1 Citation (Scopus)

• Relevance Propagation through Deep Conditional Random Fields

  Yang, X., Joukovsky, B. & Deligiannis, N., 5 May 2023, ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE, p. 1-5 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2023-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Recommender systems 100%
  • Chemical activation 89%
  • Image processing 78%
  • Machine learning 73%
  • Decomposition 72%

• Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization

  Nunes Alegre, L., Bazzan, A., Roijers, D. M., Nowe, A. & C. da Silva, B., 2023, (Accepted/In press) AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 2003–2012 10 p. (The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  53 Downloads (Pure)

• Scalar reward is not enough: JAAMAS track

  Vamplew, P., Smith, B. J., Källström, J., De Oliveira Ramos, G., Radulescu, R., Roijers, D. M., Hayes, C. F., Heintz, F., Mannion, P., Libin, P., Dazeley, R. & Foale, C., May 2023, The 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023). International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 839-841 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

• Signal processing informed deep learning for failure detection in a fleet of multi-stage planetary gearboxes with limited knowledge about characteristic frequencies

  Helsen, J., Perez Sanjines, F. R., Jamil, F., Antoni, J. & Peeters, C., 2023, AIAC 2023: 20th Australian International Aerospace Congress: 20th Australian International Aerospace Congress. Melbourne: Engineers Australia, p. 663-668 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Deep learning 100%
  • Signal processing 90%
  • Modulation 86%
  • Gears 64%
  • Offshore wind turbines 46%

• Simplifying Step-wise Explanation Sequences

  Bleukx, I., Devriendt, J., Gamba, E., Bogaerts, B. & Guns, T., 2023, Simplifying Step-Wise Explanation Sequences. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, Vol. 280. p. 11:1-11:20 20 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  15 Downloads (Pure)

• The Candide model: How narratives emerge where observations meet beliefs

  Van Eecke, P., Verheyen, L., Willaert, T. & Beuls, K., Jul 2023, Proceedings of the The 5th Workshop on Narrative Understanding. Akoury, N., Clark, E., Iyyer, M., Chaturvedi, S., Brahman, F. & Chandu, K. R. (eds.). Association for Computational Linguistics, p. 48-57 10 p. (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Linguistics 100%
  • Engines 33%
  1 Citation (Scopus)

  38 Downloads (Pure)

• The Wasserstein Believer: Learning Belief Updates for Partially Observable Environments through Reliable Latent Space Models

  Avalos, R., Delgrange, F., Nowé, A., Pérez, G. A. & Roijers, D. M., 29 May 2023, In: Proc. of the Adaptive and Learning Agents Workshop (ALA 2023). p. 1-21 21 p., 52.

  Research output: Contribution to journal › Conference paper

  Open Access

  File

  • Markov processes 100%
  • Statistics 70%
  • Recurrent neural networks 49%
  • Probability distributions 44%
  42 Downloads (Pure)

• WAE-PCN: Wasserstein-autoencoded Pareto Conditioned Networks

  Delgrange, F., Reymond, M., Nowe, A. & Pérez, G. A., 29 May 2023, Proc. of the Adaptive and Learning Agents Workshop (ALA 2023). Cruz, F., Hayes, C. F., Wang, C. & Yates, C. (eds.). 15 ed. London, UK, Vol. https://alaworkshop2023.github.io/. p. 1-7 7 p. 42

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  153 Downloads (Pure)

• Wasserstein Auto-encoded MDPs: Formal Verification of Efficiently Distilled RL Policies with Many-sided Guarantees

  Delgrange, F., Nowe, A. & Pérez, G. A., 1 Feb 2023, The Eleventh International Conference on Learning Representations: ICLR 2023. Kigali, Rwanda: OpenReview.net, Vol. 11. p. 1-30 30 p. 4010

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Formal verification 100%
  • Time-to-failure 26%
  • Markov processes 22%
  • Reinforcement learning 21%
  • Experiments 15%
  1 Citation (Scopus)

  81 Downloads (Pure)

• What Lies beyond the Pareto Front? A Survey on Decision-Support Methods for Multi-Objective Optimization

  Osika, Z., Salazar, J. Z., Roijers, D. M., Oliehoek, F. A. & Murukannaiah, P., Aug 2023, Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence. Elkind, E. (ed.). International Joint Conferences on Artificial Intelligence, p. 6741-6749 9 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2023-August).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access
  1 Citation (Scopus)
• 2022

  An experiment in measuring understanding

  Steels, L., Verheyen, L. & van Trijp, R., 2022, Proceedings of the Workshop on Semantic Techniques for Narrative-Based Understanding.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

• An Experiment in Measuring Understanding

  Steels, L., Verheyen, L. & van Trijp, R., 2022, HHAI2022: Augmenting human intellect: Proceedings of the First International Conference on Hybrid Human-Artificial Intelligence.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

• Conditional Variational Graph Autoencoder for Air Pollution Forecasting

  Rodrigo Bonet, E., Do Huu, T., Qin, X., Hofman, J., Panzica La Manna, V., Philips, W. & Deligiannis, N., 18 Oct 2022, 2022 30th European Signal Processing Conference (EUSIPCO). IEEE, p. 1442-1446

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  15 Downloads (Pure)

• Decision-theoretic planning for the expected scalarised returns

  Hayes, C. F., Roijers, D. M., Howley, E. & Mannion, P., 9 May 2022, Proceedings of the 21st International Conference on Autonomous Agents and Multiagent Systems. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 1621-1623 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 3).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access
  3 Citations (Scopus)

• Deep ensemble with Neural Networks to model power-curve uncertainty

  Perez Sanjines, F. R., Verstraeten, T., Nowe, A. & Helsen, J., 9 Nov 2022, Journal of Physics: Conference Series: EERA DeepWind Offshore Wind R&D Conference 19/01/2022 - 21/01/2022 Trondheim, Norway. 1 ed. IOP Publishing, Vol. 2362. 10 p. 012029. (Journal of Physics: Conference Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • monitoring 68%
  • energy 63%
  • data acquisition 60%
  • alternative energy 60%
  • artificial neural network 59%
  1 Citation (Scopus)

• Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes

  Delgrange, F., Nowé, A. & Pérez, G. A., 28 Jun 2022, Proceedings of the AAAI Conference on Artificial Intelligence: Vol. 36 No. 6: AAAI-22 Technical Tracks 6. First ed. Palo Alto, California USA: AAAI Press, Vol. 36. p. 6497-6505 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 36, no. 6).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Markov processes 100%
  • Distillation 97%
  • Reinforcement learning 94%
  • Learning algorithms 31%
  • Formal methods 21%
  4 Citations (Scopus)

  41 Downloads (Pure)

• Distributed Explicit Reference Governors for Real-Time, Guaranteed Safe, Performant, and Scalable Unmanned Aerial Traffic Management

  Convens, B., Merckaert, K., Nicotra, M. & Vanderborght, B., 23 May 2022, ICRA 2022 Workshop: Intelligent Aerial Robotics: From Autonomous Micro Aerial Vehicles to Sustainable Urban Air Mobility and Operations. IEEE, 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  151 Downloads (Pure)

• Explicit Reference Governor for Certified Safe, Fast, and Real-Time Cobot Control in Human-Robot Shared Workspaces

  Merckaert, K., Convens, B., Nicotra, M. & Vanderborght, B., 23 May 2022, ICRA 2022 Workshop on Collaborative Robots and the Work of the Future. IEEE, 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  File
  158 Downloads (Pure)

• Explicit Reference Governors for Provably Safe Robot Control

  Convens, B., Merckaert, K., Nicotra, M. & Vanderborght, B., 27 May 2022, ICRA 2022 Workshop: Safe and Reliable Robot Autonomy under Uncertainty. IEEE, 3 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  232 Downloads (Pure)

• Expressiveness of SHACL Features

  Bogaerts, B., Jakubowski, M. & Van Den Bussche, J., 1 Mar 2022, 25th International Conference on Database Theory (ICDT 2022). Olteanu, D. & Vortmeier, N. (eds.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, Vol. 220. p. 15:1-15:16 16 p. 15. (Leibniz International Proceedings in Informatics (LIPIcs); vol. 220).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  4 Citations (Scopus)

  32 Downloads (Pure)

• Fast initialization of control parameters using supervised learning on data from similar assets

  Willems, J., Eryilmaz, K., Steckelmacher, D., Depraetere, B., Beck, R., Bey-Temsamani, A., Helsen, J. & Nowe, A., 25 Aug 2022, 2022 IEEE Conference on Control Technology and Applications, CCTA 2022. IEEE, p. 1214-1221 8 p. ThA7.5. (2022 IEEE Conference on Control Technology and Applications, CCTA 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Supervised learning 100%
  • Random forests 49%
  • Manual control 31%
  • Neural networks 28%
  • Fuel burners 24%
  67 Downloads (Pure)

• Generalized likelihood ratio-based condition indicator maximization via Rayleigh quotient iteration

  Kestel, K., Peeters, C., Antoni, J., Leclère, Q., Girardin, F., Brijder, R. & Helsen, J., 7 Sep 2022, International Conference on Noise and Vibration Engineering. ISMA 2022, p. 1-14 14 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Rayleigh Quotient Iteration 100%
  • Likelihood Ratio 68%
  • Fault 37%
  • Vibration Signal 30%
  • Condition Monitoring 28%
  83 Downloads (Pure)

• Hybrid Procedural Semantics for Visual Dialogue: An Interactive Web Demonstration

  Verheyen, L., Botoko Ekila, J., Nevens, J., Van Eecke, P. & Beuls, K., 2022, Proceedings of the Workshop on Semantic Techniques for Narrative-Based Understanding. CEUR Workshop Proceedings, Vol. 3322. p. 48-52 5 p. (CEUR Workshop Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Demonstrations 100%
  • Semantics 83%
  • Data storage equipment 55%
  • Intelligent systems 31%
  • Data structures 25%
  1 Citation (Scopus)

• Hysteresis in Language Emergence and Evolution

  De Boer, B., 2022, The Evolution of Language Proceedings of the Joint Conference on Language Evolution (JCoLE). Ravignani, A., Asano, R., Valente, D., Ferretti, F., Hartmann, S., Hayashi, M., Jadoul, Y., Martins, M., Oseki, Y., Rodrigues, E. D., Vasileva, O. & Wacewicz, S. (eds.). Joint Conference on Language Evolution, p. 151-153 3 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • hysteresis 100%
  • entropy 8%
  • group size 8%
  • system change 8%
  • cognitive factors 8%

• Language-specific and universal factors behind morphological simplification: An agent-based modelling study of Alorese

  Dekker, P., Klamer, M. & De Boer, B., 5 Sep 2022, Proceedings of the Joint Conference on Language Evolution. 2022 ed. Joint Conference on Language Evolution, p. 57-59 3 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  25 Downloads (Pure)

• Local Advantage Networks for Cooperative Multi-Agent Reinforcement Learning

  Avalos, R., Reymond, M., Nowe, A. & Roijers, D. M., 9 May 2022, International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2022: Extended Abstract. IFAAMAS, p. 1524-1526 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 3).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  • Reinforcement learning 100%
  • Local area networks 98%
  5 Citations (Scopus)

• MoveRL: To A Safer Robotic Reinforcement Learning Environment

  Liu, G., De Winter, J., Vanderborght, B., Nowe, A. & Steckelmacher, D., 2022, The 33rd Benelux Conference on Artificial Intelligence and the 30th Belgian Dutch Conference on Machine Learning (BNAIC/BENELEARN 2021): AI in ACTION Joint International Scientific Conferences on AI. Leiva, L. A., Pruski, C., Markovich, R., Najjar, A. & Schommer, C. (eds.). CCIS: Springer, Vol. 1530. p. 239-253 15 p. (Communications in Computer and Information Science; vol. 1530).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Reinforcement learning 100%
  • Robotics 75%
  • Robots 64%
  • Learning algorithms 20%
  • Polyphenylene oxides 20%
  99 Downloads (Pure)

• Near On-Policy Experience Sampling in Multi-Objective Reinforcement Learning

  Wang, S., Reymond, M., Irissappane, A. A. & Roijers, D. M., 9 May 2022, International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2022. IFAAMAS, p. 1756-1758 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 3).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  File

  • Reinforcement learning 100%
  • Sampling 70%
  3 Citations (Scopus)

  171 Downloads (Pure)

• SHACL: A Description Logic in Disguise

  Bogaerts, B., Jakubowski, M. & Van Den Bussche, J., 2022, Logic Programming and Nonmonotonic Reasoning - 16th International Conference, LPNMR 2022, Genova, Italy, September 5-9, 2022, Proceedings. Gottlob, G., Inclezan, D. & Maratea, M. (eds.). Springer, Vol. 13416. p. 75-88 14 p. (Lecture Notes in Computer Science).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Description Logics 100%
  • Semantic Web 29%
  • Graph 20%
  • Ontological 16%
  • Language 9%
  11 Citations (Scopus)

  106 Downloads (Pure)

• The detection of generator bearing failures on wind turbines using machine learning based anomaly detection

  Chesterman, X., Verstraeten, T., Daems, P-J., Perez Sanjines, F. R., Nowe, A. & Helsen, J., 2 Jun 2022, Journal of Physics Conference Series . 3 ed. IOP Publishing, Vol. 2265. 11 p. (Journal of Physics: Conference Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Anomaly detection 100%
  • Wind turbines 82%
  • Pipelines 73%
  • Machine learning 70%
  • Random forests 33%
  5 Citations (Scopus)

• The effect of network structure on lexical variablity in sign language communities

  Mudd, K., Van Soom, M., de Vos, C. & De Boer, B., 2022, The evolution of language: Proceedings of the joint conference on language evolution (JCoLE). Joint Conference on Language Evolution, p. 525-527

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File
  31 Downloads (Pure)
• 2021

  Condition Monitoring of Wind Turbines and Extraction of Healthy Training Data Using An Ensemble of Advanced Statistical Anomaly Detection Models

  Chesterman, X., Verstraeten, T., Daems, P-J., Nowe, A. & Helsen, J., 2021, Proceedings of the Annual Conference of the PHM Society. PHM Society, 12 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  • Condition monitoring 100%
  • Anomaly detection 99%
  • Wind turbines 82%
  • Temperature 25%
  • Statistical Data Interpretation 24%

• Cooperative Prioritized Sweeping

  Bargiacchi, E., Verstraeten, T. & Roijers, D. M., 2021, Proceedings of the 20th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2021. IFAAMAS, p. 160-168 9 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 1).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research

  Open Access

  File

  • Markov processes 100%
  • Learning algorithms 78%
  9 Citations (Scopus)

  211 Downloads (Pure)