Jonas K. Falkner

According to our database, Jonas K. Falkner authored at least 12 papers between 2020 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2023

Routing Arena: A Benchmark Suite for Neural Routing Solvers.

Daniela Thyssens, Tim Dernedde, Jonas K. Falkner, Lars Schmidt-Thieme

CoRR, 2023

Too Big, so Fail? - Enabling Neural Construction Methods to Solve Large-Scale Routing Problems.

Jonas K. Falkner, Lars Schmidt-Thieme

CoRR, 2023

Neural Capacitated Clustering.

Jonas K. Falkner, Lars Schmidt-Thieme

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

2022

Large Neighborhood Search based on Neural Construction Heuristics.

Jonas K. Falkner, Daniela Thyssens, Lars Schmidt-Thieme

CoRR, 2022

Supervised Permutation Invariant Networks for Solving the CVRP with Bounded Fleet Size.

Daniela Thyssens, Jonas K. Falkner, Lars Schmidt-Thieme

CoRR, 2022

Learning to Control Local Search for Combinatorial Optimization.

Jonas K. Falkner, Daniela Thyssens, Ahmad Bdeir, Lars Schmidt-Thieme

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Attention, Filling in the Gaps for Generalization in Routing Problems.

Ahmad Bdeir, Jonas K. Falkner, Lars Schmidt-Thieme

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Solving the Traveling Salesperson Problem with Precedence Constraints by Deep Reinforcement Learning.

Christian Löwens, Inaam Ashraf, Alexander Gembus, Genesis Cuizon, Jonas K. Falkner, Lars Schmidt-Thieme

Proceedings of the KI 2022: Advances in Artificial Intelligence, 2022

2021

Improving Hyperparameter Optimization by Planning Ahead.

Hadi S. Jomaa, Jonas K. Falkner, Lars Schmidt-Thieme

CoRR, 2021

RP-DQN: An Application of Q-Learning to Vehicle Routing Problems.

Ahmad Bdeir, Simon Boeder, Tim Dernedde, Kirill Tkachuk, Jonas K. Falkner, Lars Schmidt-Thieme

Proceedings of the KI 2021: Advances in Artificial Intelligence - 44th German Conference on AI, Virtual Event, September 27, 2021

2020

Learning to Solve Vehicle Routing Problems with Time Windows through Joint Attention.

Jonas K. Falkner, Lars Schmidt-Thieme

CoRR, 2020

An efficient evolutionary solution to the joint order batching - order picking planning problem.

Riccardo Lucato, Jonas K. Falkner, Lars Schmidt-Thieme

Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020