Projects per year
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Collaborations and top research areas from the last five years
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FWOSB164: Learning , reasoning and data acquisition in high-dimensional, multimodal, yet sparse data contexts.
1/11/23 → 31/10/27
Project: Fundamental
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OZR4320: Bilateral cooperation within the framework of a joint doctoral project: benchfee for joint PhD VUB - UHasselt, SIERENS Astrid
17/04/23 → 30/09/27
Project: Fundamental
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FWOSB142: Fairness in Reinforcement Learning for Allocation Problems.
Nowe, A., Libin, P. & Cimpean, I. A.
1/11/22 → 31/10/26
Project: Fundamental
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OZRIFTM14: "PADRE: Prediction Antiviral Drug Resistance before its Emergence"
1/10/22 → 30/09/26
Project: Fundamental
Research output
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A Group And Individual Aware Framework For Fair Reinforcement Learning
Cimpean, I. A., Jonker, C. M., Libin, P. & Nowe, A., 2024, In: Proc. of the Adaptive and Learning Agents Workshop. https://ala2024.github.io, p. 1-10 10 p.Research output: Contribution to journal › Conference paper
Open Access -
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 -
Deep reinforcement learning for the direct optimization of gradient separations in liquid chromatography
Kensert, A., Libin, P., Desmet, G. & Cabooter, D., 12 Apr 2024, In: Journal of Chromatography A. 1720, 12 p., 464768.Research output: Contribution to journal › Article › peer-review
4 Citations (Scopus) -
Exploring the limits of deep learning in high-dimensional limited-sized data regimes using single- and multi-objective optimization strategies
Jaxy, S., Nowe, A. & Libin, P., 18 Oct 2024.Research output: Unpublished contribution to conference › Poster
File23 Downloads (Pure) -
Exploring the Pareto front of multi-objective COVID-19 mitigation policies using reinforcement learning
Reymond, M., Hayes, C. F., Willem, L., Radulescu, R., Abrams, S., Roijers, D. M., Howley, E., Mannion, P., Hens, N., Nowe, A. & Libin, P., 1 Sep 2024, In: Expert Systems with Applications. 249, Part C, 2024, 123686, 13 p., 123686.Research output: Contribution to journal › Article › peer-review
Open Access1 Citation (Scopus)
Prizes
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ALA best paper award
Roijers, Diederik M. (Recipient), Zintgraf, L. (Recipient), Libin, Pieter (Recipient) & Nowe, Ann (Recipient), May 2018
Prize: National/international honour
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FWO travel grant "krediet voor deelname aan congres in het buitenland"
Libin, Pieter (Recipient), 2019
Prize: Fellowship awarded competitively
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ICTAI Best student paper award
Libin, Pieter (Recipient), 7 Nov 2018
Prize: National/international honour
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ICTAI Best student paper award
Gomez Marulanda, Felipe (Recipient), Libin, Pieter (Recipient) & Verstraeten, Timothy (Recipient), 7 Nov 2018
Prize: Prize (including medals and awards)
Activities
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Bayesian Best-Arm Identification for Selecting Influenza Mitigation Strategies
Pieter Libin (Speaker)
19 Nov 2019Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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Adaptive Learning Agents workshop 2019
Pieter Libin (Chair)
14 May 2019Activity: Participating in or organising an event › Participation in workshop, seminar
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PLATYPI: fast phylogenetic genotype classification and recombination detection
Pieter Libin (Speaker)
27 Mar 2019Activity: Talk or presentation › Talk or presentation at a conference
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Boundary Focused Thompson sampling
Pieter Libin (Speaker), Timothy Verstraeten (Contributor), Diederik Roijers (Contributor), Wenjia Wang (Contributor), Kristof Theys (Contributor) & Ann Nowe (Contributor)
14 May 2019Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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Adaptive Learning Agents workshop 2019
Pieter Libin (Member of programme committee)
13 May 2019 → 14 May 2019Activity: Participating in or organising an event › Participation in workshop, seminar