Laurin Luttmann

According to our database, Laurin Luttmann authored at least 7 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Multi-Action Self-Improvement for Neural Combinatorial Optimization.

Laurin Luttmann, Lin Xie

CoRR, October, 2025

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

Laurin Luttmann, Lin Xie

CoRR, February, 2025

RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark.

Federico Berto, Chuanbo Hua, Junyoung Park, Laurin Luttmann, Yining Ma, Fanchen Bu, Jiarui Wang, Haoran Ye, Minsu Kim, Sanghyeok Choi, Nayeli Gast Zepeda, André Hottung, Jianan Zhou, Jieyi Bi, Yu Hu, Fei Liu, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Davide Angioni, Wouter Kool, Zhiguang Cao, Qingfu Zhang, Joungho Kim, Jie Zhang, Kijung Shin, Cathy Wu, Sungsoo Ahn, Guojie Song, Changhyun Kwon, Kevin Tierney, Lin Xie, Jinkyoo Park

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, V.2, 2025

2024

PARCO: Learning Parallel Autoregressive Policies for Efficient Multi-Agent Combinatorial Optimization.

Federico Berto, Chuanbo Hua, Laurin Luttmann, Jiwoo Son, Junyoung Park, Kyuree Ahn, Changhyun Kwon, Lin Xie, Jinkyoo Park

CoRR, 2024

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

Laurin Luttmann, Lin Xie

Proceedings of the Thirty-Fourth International Conference on Automated Planning and Scheduling, 2024

2023

Formulating and solving integrated order batching and routing in multi-depot AGV-assisted mixed-shelves warehouses.

Lin Xie, Hanyi Li, Laurin Luttmann

Eur. J. Oper. Res., June, 2023

2021

Comparison of Backpropagation and Kalman Filter-based Training for Neural Networks.

Laurin Luttmann, Paolo Mercorelli

Proceedings of the 25th International Conference on System Theory, Control and Computing, 2021