Flanders Artificial Intelligence Research program (FAIR) – second cycle

Search results

• 2026

  How Long Does a Quick Kiss Take? Studying Event Duration of Light Verb Constructions Using Explicit Word Embeddings

  Huybrecht, L. D. & Wiggins, G., 13 Feb 2026, (Accepted/In press) Proceedings of the Fifteenth Language Resources and Evaluation Conference. ELRA, p. 1 12 p.

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

• 2025

  A Digital Colleague as intuitive operator support system in a HMLV Production Environment

  Verhelst, E., Harley, N., Van Doninck, B. & Bey-Temsamani, A., 29 Aug 2025, In: Proceda CIRP. 136, p. 242-247 6 p.

  Research output: Contribution to journal › Conference paper

  • Production Environment 100%
  • Support Operator 100%
  • Knowledge Base 50%
  • Artificial Intelligence 50%
  • Production Information 50%

• A JAX-Accelerated Simulation Framework for Multi-Agent Energy Management in Energy Communities

  Azmani, H., Rosseau, A., Blondeel, M. & Nowe, A., 2025, In: Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems. p. 3003-3005 3 p.

  Research output: Contribution to journal › Conference paper

  Open Access

  • multi agent 100%
  • Decision Maker 100%
  • Informed Decision 100%
  • Public Engagement 100%
  • Social Analysis 100%

• Artificial Delegates Resolve Fairness Issues in Perpetual Voting with Partial Turnout

  Shah, A., Abels, A., Nowé, A. & Lenaerts, T., 2025, Proceedings of the ACM Collective Intelligence Conference. New York, NY, USA: Association for Computing Machinery, p. 71–82 (CI '25).

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

  Open Access

  • Learning Agent 100%
  • Decision-Making 100%
  • Representativeness 100%
  • Preference Learning 100%
  • Decision Making 100%

• Composing Reinforcement Learning Policies, with Formal Guarantees AAAI Track

  Delgrange, F., Avni, G., Lukina, A., Schilling, C., Nowe, A. & Pérez, G., 5 Jun 2025, Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2025. Vorobeychik, Y., Das, S. & Nowe, A. (eds.). Detroit, MI, USA: ACM, Vol. Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems. p. 574-583 10 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS).

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

  • Reinforcement Learning 100%
  • Latent Structure 100%
  • Case Study 50%
  • Design Technique 50%
  • Markov Decision Process 50%

  1 Citation (Scopus)

• Compositionality Unlocks Deep Interpretable Models

  Dooms, T., Gauderis, W., Wiggins, G. & Oramas Mogrovejo, J. A., 4 Mar 2025, Compositionality Unlocks Deep Interpretable Models. AAAI, 10 p. 8

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

  Open Access

  • Interpretability 100%
  • Deep Neural Network 100%
  • Model Compression 100%
  • Tensor Network 100%

• Constructions All the Way Up: From Sensory Experiences to Construction Grammars

  Botoko Ekila, J., Verheyen, L., Beuls, K. & Van Eecke, P., 24 Sept 2025, Proceedings of the Second International Workshop on Construction Grammars and NLP. Bonial, C., Torgbi, M., Weissweiler, L., Blodgett, A., Beuls, K., Van Eecke, P. & Madabushi, H. T. (eds.). Association for Computational Linguistics (ACL), p. 84-95 11 p.

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

  Open Access

  File

  • Construction grammar 100%
  • substantive 100%
  • Linguistic Knowledge 100%
  • Sensory experience 100%
  • Communicative Interaction 100%

  3 Downloads (Pure)

• Day-Ahead Bidding Strategies for Wind Farm Operators Under a One-Price Balancing Scheme

  Bruninx, M., Verstraeten, T., Kazempour, J. & Helsen, J., 16 Jun 2025, E-Energy '25: Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems. ACM Digital Library, p. 719-726 8 p. (E-ENERGY 2025 - Proceedings of the 2025 16th ACM International Conference on Future and Sustainable Energy Systems).

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

  Open Access

  • Compressed Air Motors 100%
  • Electricity Market 100%
  • Open Position 66%
  • Optimisation Problem 33%
  • North Sea 33%

• Divide and conquer: Provably unveiling the pareto front with multi-objective reinforcement learning

  Röpke, W., Reymond, M., Mannion, P., Roijers, D. M., Nowe, A. & Radulescu, R., 2025, Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2025. Vorobeychik, Y., Das, S. & Nowe, A. (eds.). International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 1774-1783 10 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS).

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

  Open Access

  • Reinforcement Learning 100%
  • Multiobjective 100%
  • Single Objective 66%
  • Optimal Performance 33%
  • Pareto Optimal Solution 33%

• Finding Manifolds With Bilinear Autoencoders

  Dooms, T. & Gauderis, W., 30 Sept 2025, Mechanistic Interpretability Workshop at NeurIPS 2025. p. 1-18 18 p. 146

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

  • Manifold 100%
  • Autoencoder 100%
  • Neural Network 50%
  • Sparsity 50%
  • Sparse Autoencoder 50%

• Laser Learning Environment: A New Environment for Coordination-Critical Multi-agent Tasks

  Molinghen, Y., Avalos, R., Van Achter, M., Nowé, A. & Lenaerts, T., 2025, Artificial Intelligence and Machine Learning - 35th Benelux Conference, BNAIC/Benelearn 2023, Revised Selected Papers. Oliehoek, F. A., Kok, M. & Verwer, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 135-154 20 p. (Communications in Computer and Information Science; vol. 2187 CCIS).

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

  Open Access

  • multi agent 100%
  • State Space 100%
  • Interdependence 100%
  • Collaboration 100%
  • Educational Environment 100%

• Optimal day-ahead trading and power control for a hybrid wind-hydrogen plant with multi-agent reinforcement learning

  Ally, S., Verstraeten, T., Nowé, A. & Helsen, J., Jun 2025, In: Journal of Physics: Conference Series. 3025, 1, 11 p., 012022.

  Research output: Contribution to journal › Conference paper

  Open Access

  File

  • Power Control 100%
  • Reinforcement Learning 100%
  • Hybrid Wind 100%
  • Hydrogen 100%
  • Control Strategy 20%

  1 Downloads (Pure)

• ReferGPT: Towards Zero-Shot Referring Multi-Object Tracking

  Chamiti, T., Di Bella, L., Munteanu, A. & Deligiannis, N., 2025, Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops. IEEE, p. 3849-3858 10 p. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops).

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

  Open Access

  • Multi Object Tracking 100%
  • Zero-Shot Learning 100%
  • Matching Strategy 33%
  • Language Understanding 33%
  • Autonomous Driving 33%

• Reinforcement Learning for Model-Free Control of a Cooling Network with Uncertain Future Demands

  Willems, J., Steckelmacher, D., Schoulte, W., Depraetere, B., Kikken, E., Bey-Temsamani, A. & Nowe, A., 2025, Proceedings of the 22nd International Conference on Informatics in Control, Automation and Robotics. ICINCO ed. Scitepress, Vol. 1. p. 59-70 12 p. (Proceedings of the International Conference on Informatics in Control, Automation and Robotics).

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

  Open Access

  • Reinforcement Learning 100%
  • Approximation (Algorithm) 25%
  • Predictive Model 25%
  • Training Phase 25%
  • Optimal Control 25%

• Scalable Multi-Objective Reinforcement Learning with Fairness Guarantees using Lorenz Dominance

  Michailidis, D., Röpke, W., Roijers, D. M., Ghebreab, S. & Santos, F. P., 2025, (Accepted/In press) Journal of Artificial Intelligence Research. 31 p.

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

  • Reinforcement Learning 100%
  • Multiobjective 100%
  • Single Objective 20%
  • Objective Space 20%

• Wisdom from Diversity: Bias Mitigation Through Hybrid Human-LLM Crowds

  Abels, A. & Lenaerts, T., 16 Aug 2025, Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, IJCAI-25. Kwok, J. (ed.). International Joint Conferences on Artificial Intelligence Organization, p. 321-329 9 p. (IJCAI International Joint Conference on Artificial Intelligence).

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

  Open Access

  • Large Language Model 100%
  • Bias Mitigation 100%
  • Model Accuracy 14%
  • Enhance Performance 14%
  • Human Bias 14%

  1 Citation (Scopus)

• You Shall Know a Construction by the Company it Keeps: Computational Construction Grammar with Embeddings

  Verheyen, L., Doumen, J., Van Eecke, P. & Beuls, K., 24 Sept 2025, Proceedings of the Second International Workshop on Construction Grammars and NLP. Bonial, C., Torgbi, M., Weissweiler, L., Blodgett, A., Beuls, K., Van Eecke, P. & Madabushi, H. T. (eds.). Association for Computational Linguistics (ACL), p. 75-83 8 p.

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

  Open Access

  File

  • Mathematical Method 100%
  • Textual Data 100%
  • Linguistic Information 100%
  • Large Language Model 100%
  • Linguistics 100%

• Zero-Shot Natural Language Explanations

  Sammani, F. & Deligiannis, N., 2025, The Thirteenth International Conference on Learning Representations (ICLR 2025). VUB, p. 1 24 p. (13th International Conference on Learning Representations, ICLR 2025).

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

  Open Access

  • Zero-Shot Learning 100%
  • Image Classification 33%
  • Visual Feature 33%
  • Training Data 33%
  • Decision-Making 33%

• 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

  • Series Prediction 100%
  • Reservoir Computing 100%
  • Experimental Result 50%
  • Superior Performance 50%
  • Conventional Model 50%

• 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

  Open Access

  File

  • Reinforcement Learning 100%
  • Learning Framework 100%
  • Fraud Detection 66%
  • Primary Objective 66%
  • Decision Support System 33%

  1 Citation (Scopus)

  1 Downloads (Pure)

• A Systematic Analysis of Deep Learning Algorithms in High-Dimensional Data Regimes of Limited Size

  Jaxy, S., Nowé, A. & Libin, P., 2024, 2024 IEEE 36th International Conference on Tools with Artificial Intelligence (ICTAI). IEEE, p. 515-523 9 p. (2024 IEEE 36th International Conference on Tools with Artificial Intelligence (ICTAI)).

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

  File

  • Deep Learning Method 100%
  • High Dimensional Data 100%
  • Multiobjective 100%
  • Systematic Analysis 100%
  • Dimensional Data 100%

  11 Downloads (Pure)

• 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), Vol. 2024-May. p. 2168-2170 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

  Open Access

  File

  • Communicates 100%
  • Continual Learning 100%
  • Linguistics 100%

  3 Citations (Scopus)

  29 Downloads (Pure)

• 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

  Open Access

  File

  • Learning Agent 100%
  • Reinforcement Learning 100%
  • Explainability 100%
  • Evolution 100%
  • Black Box 100%

• 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

  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

  Open Access

  File

  102 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

  Open Access

  File

  • Model Theory 100%
  • Evolution 100%
  • Single Parameter 100%
  • Linguistics 100%
  • Latin 50%

  31 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

  Open Access

  File

  • Approximation (Algorithm) 100%
  • Markov Decision Process 100%
  • Recurrent Neural Network 50%
  • Exponential Growth 50%
  • Environment Model 50%

  3 Citations (Scopus)

  70 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

  Open Access

  File

  • Reinforcement Learning 100%
  • Incremental Approach 50%

  37 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

  Open Access

  File

  • Reinforcement Learning 100%
  • Multiobjective 100%
  • Single Objective 100%
  • Discounting 100%
  • Potential Benefit 20%

  2 Citations (Scopus)

  12 Downloads (Pure)

• 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

  Open Access

  • Reinforcement Learning 100%
  • Multiobjective 100%
  • Decision Making 100%
  • Decision-Making 33%
  • Iterative Process 33%

  4 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 Sept 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

  • Deep Learning Method 100%
  • Fault Detection 100%
  • Autoencoder 100%
  • Carrier Frequency 50%
  • Cyclostationary 25%

• 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

  Open Access

  File

  • Convolutional Neural Network 100%
  • Deep Learning Model 100%
  • Vision Transformer 100%
  • Learning Model 100%
  • Neural Network 100%

  1 Citation (Scopus)

  8 Downloads (Pure)

• Mathematical Foundations for Joining Only Knowing and Common Knowledge

  Cramer, M., Pollaci, S. & Bogaerts, B., Sept 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

  Open Access

  • Common Knowledge 100%
  • multi agent 33%
  • Essential Property 33%
  • Kripke Structure 33%

  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

  Open Access

  File

  • Feature Interaction 100%
  • Quantitative Evaluation 100%
  • Singular Value 100%
  • Evaluation Metric 100%
  • Model Prediction 100%

  2 Citations (Scopus)

  329 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

  Open Access

  • Data Structure 100%
  • Artificial Intelligence 100%
  • Semantic Representation 100%
  • Visual Question Answering 100%

  6 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

  Open Access

  • Data Fusion 100%
  • Condition Monitoring 100%
  • Pattern Mining 100%
  • Compressed Air Motors 100%
  • Information Source 50%

  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

  Open Access

  • Conditional Random Field 100%
  • Machine Learning 20%
  • Learning System 20%
  • Its-Context 20%
  • Context Information 20%

• 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

  Open Access

  File

  61 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

  Open Access

  • Artificial General Intelligence 100%

  1 Citation (Scopus)

• 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

  • Multistage 100%
  • Gearbox 100%
  • Deep Learning Method 100%
  • Characteristic Frequency 100%
  • Signal Processing 100%

• 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

  Open Access

  File

  27 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

  Open Access

  File

  • Narrative 100%
  • Candide 100%
  • Linguistics 66%
  • Proof 33%
  • Architecture 33%

  3 Citations (Scopus)

  66 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

  • Approximation (Algorithm) 100%
  • Markov Decision Process 100%
  • Recurrent Neural Network 50%
  • Exponential Growth 50%
  • Environment Model 50%

  58 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

  Open Access

  File

  • State Space 100%
  • Multiobjective 100%
  • Real-World Problem 50%
  • Decision Maker 50%
  • Performance Guarantee 50%

  190 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

  Open Access

  File

  • Representation Model 100%
  • Formal Verification 100%
  • quality model 100%
  • Markov Decision Process 100%
  • Deep Reinforcement Learning 100%

  2 Citations (Scopus)

  95 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

  Open Access

  5 Citations (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. CEUR Workshop Proceedings, Vol. 3322. p. 36-42 7 p. (CEUR Workshop Proceedings).

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

  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. Vol. 354. p. 241-242 2 p.

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

  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

  Open Access

  File

  32 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

  Open Access

  3 Citations (Scopus)