Comparison of Backpropagation and Kalman Filter-based Training for Neural Networks. - Laurin Luttmann; Paolo Mercorelli (ICSTCC, 2021)

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., 2023)

Neural Combinatorial Optimization on Heterogeneous Graphs: An Application to the Picker Routing Problem in Mixed-shelves Warehouses. - Laurin Luttmann; Lin Xie (ICAPS, 2024)

PARCO: Learning Parallel Autoregressive Policies for Efficient Multi-Agent Combinatorial Optimization. - Federico Berto; Chuanbo Hua; Laurin Luttmann; Jiwoo Son; Junyoung Park 002; Kyuree Ahn; Changhyun Kwon 001; Lin Xie; Jinkyoo Park (CoRR, 2024)

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding. - Laurin Luttmann; Lin Xie (CoRR, 2025)