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Jonas K. Falkner
Jonas K. Falkner
Outros nomesJonas Falkner
Research Associate, University of Hildesheim
Email confirmado em ismll.de
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Learning to solve vehicle routing problems with time windows through joint attention
JK Falkner, L Schmidt-Thieme
arXiv preprint arXiv:2006.09100, 2020
632020
Learning to Control Local Search for Combinatorial Optimization
JK Falkner, D Thyssens, A Bdeir, L Schmidt-Thieme
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2023
192023
RP-DQN: an application of q-learning to vehicle routing problems
A Bdeir, S Boeder, T Dernedde, K Tkachuk, JK Falkner, L Schmidt-Thieme
KI 2021: Advances in Artificial Intelligence: 44th German Conference on AI …, 2021
192021
Attention, Filling in the Gaps for Generalization in Routing Problems
A Bdeir, JK Falkner, L Schmidt-Thieme
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022
92022
Large Neighborhood Search based on Neural Construction Heuristics
JK Falkner, D Thyssens, L Schmidt-Thieme
arXiv preprint arXiv:2205.00772, 2022
82022
Routing Arena: A Benchmark Suite for Neural Routing Solvers
D Thyssens, T Dernedde, JK Falkner, L Schmidt-Thieme
arXiv preprint arXiv:2310.04140, 2023
32023
Supervised Permutation Invariant Networks for Solving the CVRP with Bounded Fleet Size
D Thyssens, J Falkner, L Schmidt-Thieme
arXiv preprint arXiv:2201.01529, 2022
32022
Too Big, so Fail?–Enabling Neural Construction Methods to Solve Large-Scale Routing Problems
JK Falkner, L Schmidt-Thieme
arXiv preprint arXiv:2309.17089, 2023
22023
Solving the traveling salesperson problem with precedence constraints by deep reinforcement learning
C Löwens, I Ashraf, A Gembus, G Cuizon, JK Falkner, L Schmidt-Thieme
German Conference on Artificial Intelligence (Künstliche Intelligenz), 160-172, 2022
22022
Neural Capacitated Clustering
JK Falkner, L Schmidt-Thieme
arXiv preprint arXiv:2302.05134, 2023
12023
Designing a Recommender System based on Generative Adversarial Networks
J Falkner
Institute of Information Systems, 2018
12018
Improving Hyperparameter Optimization by Planning Ahead
HS Jomaa, J Falkner, L Schmidt-Thieme
arXiv preprint arXiv:2110.08028, 2021
2021
An efficient evolutionary solution to the joint order batching-order picking planning problem
R Lucato, J Falkner, L Schmidt-Thieme
Proceedings of the 2020 Genetic and Evolutionary Computation Conference …, 2020
2020
Atomic Compression Networks
J Falkner, J Grabocka, L Schmidt-Thieme
2019
Planning and Optimal Control
J Falkner, L Schmidt-Thieme
A Search Heuristic Guided Reinforcement Learning Approach to the Traveling Salesman Problem
B Hogstad, J Falkner, L Schmidt-Thieme
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Artigos 1–16