Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding

Laurin Luttmann; Lin Xie

doi:10.1007/978-3-032-09156-7_3

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding

Research output: Contributions to collected editions/works › Chapter › peer-review

Authors

Original language	English
Title of host publication	Lecture Notes in Computer Science
Publisher	Springer International Publishing
Publication date	02.01.2026
Pages	32-51
Article number	Chapter 3
ISBN (electronic)	978-3-032-09156-7
DOIs	https://doi.org/10.1007/978-3-032-09156-7_3
Publication status	Published - 02.01.2026

Other publications by the same author(s)

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., Kool, W., Cao, Z., Zhang, Q., Kim, J., Zhang, J., Shin, K., Wu, C., Ahn, S., Song, G., Kwon, C., Tierney, K., Xie, L. & Park, J., 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

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

DOI

https://doi.org/10.1007/978-3-032-09156-7_3
Final published version

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding

Authors

Other publications by the same author(s)

RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark

Neural Combinatorial Optimization on Heterogeneous Graphs: An Application to the Picker Routing Problem in Mixed-Shelves Warehouses

Comparing two hybrid neural network models to predict real-world bus travel time

Revisiting the richness of integrated vehicle and crew scheduling

Robustness and disturbances in public transport

Links

DOI