Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 9 Industry, Innovation, and Infrastructure
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Collaborations and top research areas from the last five years
Projects
- 1 Active
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Learning and Explaining Optimization (LEO)
Nuijten, W. P. M. (Project Manager), Biemans, B. C. M. (Project member), Smit, I. G. (Project member), te Rietmole, P. (Project member), Li, M. (Project member) & Ghosh, D. (Project member)
1/01/22 → 31/08/28
Project: Third tier
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Neural Multi-Objective Combinatorial Optimization for Flexible Job Shop Scheduling Problems
Smit, I. G., Wu, Y. (Corresponding author), Troubil, P., Zhang, Y. & Nuijten, W. P. M., 2026, (Accepted/In press) The Fourteenth International Conference on Learning Representations.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
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Graph neural networks for job shop scheduling problems: A survey
Smit, I. G., Zhou, J., Reijnen, R., Wu, Y. (Corresponding author), Chen, J., Zhang, C., Bukhsh, Z., Zhang, Y. & Nuijten, W. P. M., Apr 2025, In: Computers and Operations Research. 176, 16 p., 106914.Research output: Contribution to journal › Review article › peer-review
Open AccessFile25 Link opens in a new tab Citations (Scopus)108 Downloads (Pure) -
Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems
Smit, I. G., Wu, Y. (Corresponding author), Troubil, P., Zhang, Y. & Nuijten, W. P. M., 11 Apr 2025, Proceedings of the 39th Annual AAAI Conference on Artificial Intelligence: AAAI-25 Technical Tracks 25. Walsh, T., Shah, J. & Kolter, Z. (eds.). AAAI Press, p. 26678-26687 10 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 39, no. 25).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile59 Downloads (Pure) -
Graph Neural Networks for Job Shop Scheduling Problems: A Survey
Smit, I. G., Zhou, J., Reijnen, R., Wu, Y., Chen, J., Zhang, C., Bukhsh, Z., Nuijten, W. P. M. & Zhang, Y., 20 Jun 2024, arXiv.org, 42 p.Research output: Working paper › Preprint › Academic
Open AccessFile542 Downloads (Pure) -
Learning Efficient and Fair Policies for Uncertainty-Aware Collaborative Human-Robot Order Picking
Smit, I. G., Bukhsh, Z., Pechenizkiy, M., Alogariastos, K., Hendriks, K. & Zhang, Y., 9 Apr 2024, arXiv.org, 38 p.Research output: Working paper › Preprint › Academic
Open AccessFile64 Downloads (Pure)
Prizes
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Alumnia Thesis Awards First Place
Smit, I. G. (Recipient), 15 Nov 2023
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
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KHMW Young Talent Graduation Award Data Science
Smit, I. G. (Recipient), 27 Nov 2023
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
Activities
- 1 Workshop, seminar, course or exhibition
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2nd EURO PhD School Data Science Meets Combinatorial Optimisation
Zhang, Y. (Organiser), Jiang, X. (Organiser), Smit, I. G. (Organiser) & Yong, Y.-M. (Organiser)
25 Aug 2025 → 29 Aug 2025Activity: Participating in or organising an event types › Workshop, seminar, course or exhibition › Scientific
Thesis
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Learning to Be Efficient and Fair for Collaborative Order Picking
Smit, I. G. (Author), Bukhsh, Z. (Supervisor 1), Zhang, Y. (Supervisor 2), Pechenizkiy, M. (Supervisor 2), Alogariastos, K. (External coach) & Hendriks, K. (External coach), 31 Jul 2023Student thesis: Master
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