Personal profile
Education/Academic qualification
Economics, Bachelor, Leibniz University Hannover
Data Science, Master, Leuphana Universität Lüneburg
Keywords
- Informatics
- Business informatics
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Research collaborations from the last five years
Projects
- 1 Finished
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USIN5G: Usage Scenarios for Innovation Networks in 5G im TIP Innovationspark Nordheide - 5G als Treiber von Innovationskooperationen in smarten Gewerbegebieten
Drews, P. (Project manager, academic), Heger, J. (Project manager, academic), Xie, L. (Project manager, academic), Luttmann, L. (Project staff), Prüfer, O. C. (Project staff), Richter, K. (Project staff) & Tschoppe, N. J. (Project staff)
Federal Institute for Administrative Services
01.01.22 → 31.12.24
Project: Research
Research output
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Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding
Luttmann, L. & Xie, L., 02.01.2026, Learning and Intelligent Optimization: 19th International Conference, LION 19, Prague, Czech Republic, June 15–19, 2025, Proceedings, Part I. Zhang, Y., Hladik, M. & Moosaei, H. (eds.). Springer International Publishing, Vol. 1. p. 32-51 20 p. (Lecture Notes in Computer Science; vol. 15744 LNCS).Research output: Contributions to collected editions/works › Chapter › peer-review
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RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
Berto, F., Hua, C., Park, J., Luttmann, L., Ma, Y., Bu, F., Wang, J., Ye, H., Kim, M., Choi, S., Zepeda, N. G., Hottung, A., Zhou, J., Bi, J., Hu, Y., Liu, F., Kim, H., Son, J., Kim, H. & Angioni, D. & 13 others, , 03.08.2025, KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Antonie, L., Pei, J. & Yu, X. (eds.). Association for Computing Machinery, p. 5278-5289 12 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
Open Access10 Citations (Scopus) -
Neural Combinatorial Optimization on Heterogeneous Graphs: An Application to the Picker Routing Problem in Mixed-Shelves Warehouses
Luttmann, L. & Xie, L., 30.05.2024, In: Proceedings International Conference on Automated Planning and Scheduling, ICAPS. 34, p. 351-359 9 p.Research output: Journal contributions › Conference article in journal › Research › peer-review
Open Access1 Citation (Scopus) -
Formulating and solving integrated order batching and routing in multi-depot AGV-assisted mixed-shelves warehouses
Xie, L., Li, H. & Luttmann, L., 01.06.2023, In: European Journal of Operational Research . 307, 2, p. 713-730 18 p.Research output: Journal contributions › Journal articles › Research › peer-review
Open Access31 Citations (Scopus)85 Downloads (Pure) -
Comparison of Backpropagation and Kalman Filter-based Training for Neural Networks
Luttmann, L. & Mercorelli, P., 20.10.2021, 2021 25th International Conference on System Theory, Control and Computing (ICSTCC): October 20 – 23, 2021 Iași, ROMANIA, Proceedings. Ferariu, L., Matcovschi, M.-H. & Ungureanu, F. (eds.). Piscataway: Institute of Electrical and Electronics Engineers Inc., p. 234-241 8 p. (International Conference on System Theory, Control and Computing; no. 25).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
10 Citations (Scopus)