Laurin Luttmann, M.Sc.

1. Usage Scenarios for Innovation Networks in 5G im TIP Innovationspark Nordheide - 5G als Treiber von Innovationskooperationen in smarten Gewerbegebieten
   Paul Drews (Project manager, academic) , Jens Heger (Project manager, academic) , Lin Xie (Project manager, academic) , Laurin Luttmann (Project staff) , Ole Christian Prüfer (Project staff) , Kenneth Richter (Project staff) , Nils Johann Tschoppe (Project staff)
   1/1/22 → 12/31/24

   Project: Research

Journal contributions

1. Neural Combinatorial Optimization on Heterogeneous Graphs: An Application to the Picker Routing Problem in Mixed-Shelves Warehouses
   Laurin Luttmann (Author) , Lin Xie (Author) , 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

2. Formulating and solving integrated order batching and routing in multi-depot AGV-assisted mixed-shelves warehouses
   Lin Xie (Author) , Laurin Luttmann (Author) , Hanyi Li (Author) , 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

Contributions to collected editions/anthologies

1. Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding
   Laurin Luttmann (Author) , Lin Xie (Author) , 02.01.2026 , p. 32-51 , 20 p.

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

2. RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
   Federico Berto (Author) , Chuanbo Hua (Author) , Junyoung Park (Author) , Laurin Luttmann (Author) , Yining Ma (Author) , Fanchen Bu (Author) , Jiarui Wang (Author) , Haoran Ye (Author) , Minsu Kim (Author) , Sanghyeok Choi (Author) , Nayeli Gast Zepeda (Author) , André Hottung (Author) , Jianan Zhou (Author) , Jieyi Bi (Author) , Yu Hu (Author) , Fei Liu (Author) , Hyeonah Kim (Author) , Jiwoo Son (Author) , Haeyeon Kim (Author) , Davide Angioni (Author) , Wouter Kool (Author) , Zhiguang Cao (Author) , Qingfu Zhang (Author) , Joungho Kim (Author) , Jie Zhang (Author) , Kijung Shin (Author) , Cathy Wu (Author) , Sungsoo Ahn (Author) , Guojie Song (Author) , Changhyun Kwon (Author) , Kevin Tierney (Author) , Lin Xie (Author) , Jinkyoo Park (Author) , 03.08.2025 , p. 5278-5289 , 12 p.

   Research output: Contributions to collected editions/anthologies › Article in conference proceedings › Research › peer-review

3. Comparison of Backpropagation and Kalman Filter-based Training for Neural Networks
   Laurin Luttmann (Author) , Paolo Mercorelli (Author) , 20.10.2021 Piscataway , p. 234-241 , 8 p.

   Research output: Contributions to collected editions/anthologies › Article in conference proceedings › Research › peer-review