Jonas K. Falkner

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 17

Top Topics

Waste Collection

Neighborhood Search

Combinatorial Optimization

Routing Problem

Top Venues

Publications

Jonas K. Falkner, Lars Schmidt-Thieme
Too Big, so Fail? - Enabling Neural Construction Methods to Solve Large-Scale Routing Problems. CoRR (2023)
Jonas K. Falkner, Lars Schmidt-Thieme
Neural Capacitated Clustering. IJCAI (2023)
Daniela Thyssens, Tim Dernedde, Jonas K. Falkner, Lars Schmidt-Thieme
Routing Arena: A Benchmark Suite for Neural Routing Solvers. CoRR (2023)
Jonas K. Falkner, Lars Schmidt-Thieme
Neural Capacitated Clustering. CoRR (2023)
Daniela Thyssens, Jonas K. Falkner, Lars Schmidt-Thieme
Supervised Permutation Invariant Networks for Solving the CVRP with Bounded Fleet Size. CoRR (2022)
Christian Löwens, Inaam Ashraf, Alexander Gembus, Genesis Cuizon, Jonas K. Falkner, Lars Schmidt-Thieme
Solving the Traveling Salesperson Problem with Precedence Constraints by Deep Reinforcement Learning. KI (2022)
Ahmad Bdeir, Jonas K. Falkner, Lars Schmidt-Thieme
Attention, Filling in The Gaps for Generalization in Routing Problems. CoRR (2022)
Christian Löwens, Inaam Ashraf, Alexander Gembus, Genesis Cuizon, Jonas K. Falkner, Lars Schmidt-Thieme
Solving the Traveling Salesperson Problem with Precedence Constraints by Deep Reinforcement Learning. CoRR (2022)
Jonas K. Falkner, Daniela Thyssens, Ahmad Bdeir, Lars Schmidt-Thieme
Learning to Control Local Search for Combinatorial Optimization. ECML/PKDD (5) (2022)
Ahmad Bdeir, Jonas K. Falkner, Lars Schmidt-Thieme
Attention, Filling in the Gaps for Generalization in Routing Problems. ECML/PKDD (6) (2022)
Jonas K. Falkner, Daniela Thyssens, Ahmad Bdeir, Lars Schmidt-Thieme
Learning to Control Local Search for Combinatorial Optimization. CoRR (2022)
Jonas K. Falkner, Daniela Thyssens, Lars Schmidt-Thieme
Large Neighborhood Search based on Neural Construction Heuristics. CoRR (2022)
Ahmad Bdeir, Simon Boeder, Tim Dernedde, Kirill Tkachuk, Jonas K. Falkner, Lars Schmidt-Thieme
RP-DQN: An application of Q-Learning to Vehicle Routing Problems. CoRR (2021)
Hadi S. Jomaa, Jonas K. Falkner, Lars Schmidt-Thieme
Improving Hyperparameter Optimization by Planning Ahead. CoRR (2021)
Ahmad Bdeir, Simon Boeder, Tim Dernedde, Kirill Tkachuk, Jonas K. Falkner, Lars Schmidt-Thieme
RP-DQN: An Application of Q-Learning to Vehicle Routing Problems. KI (2021)
Jonas K. Falkner, Lars Schmidt-Thieme
Learning to Solve Vehicle Routing Problems with Time Windows through Joint Attention. CoRR (2020)
Riccardo Lucato, Jonas K. Falkner, Lars Schmidt-Thieme
An efficient evolutionary solution to the joint order batching - order picking planning problem. GECCO Companion (2020)