Search Results for author: Ahmad Bdeir

Found 4 papers, 2 papers with code

Fully Hyperbolic Convolutional Neural Networks for Computer Vision

1 code implementation28 Mar 2023 Ahmad Bdeir, Kristian Schwethelm, Niels Landwehr

To address this, we present HCNN, a fully hyperbolic convolutional neural network (CNN) designed for computer vision tasks.

Image Classification Image Generation

Attention, Filling in The Gaps for Generalization in Routing Problems

no code implementations14 Jul 2022 Ahmad Bdeir, Jonas K. Falkner, Lars Schmidt-Thieme

Machine Learning (ML) methods have become a useful tool for tackling vehicle routing problems, either in combination with popular heuristics or as standalone models.

Data Augmentation

Learning to Control Local Search for Combinatorial Optimization

1 code implementation27 Jun 2022 Jonas K. Falkner, Daniela Thyssens, Ahmad Bdeir, Lars Schmidt-Thieme

Combinatorial optimization problems are encountered in many practical contexts such as logistics and production, but exact solutions are particularly difficult to find and usually NP-hard for considerable problem sizes.

Combinatorial Optimization

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

no code implementations25 Apr 2021 Ahmad Bdeir, Simon Boeder, Tim Dernedde, Kirill Tkachuk, Jonas K. Falkner, Lars Schmidt-Thieme

In this paper we present a new approach to tackle complex routing problems with an improved state representation that utilizes the model complexity better than previous methods.

BIG-bench Machine Learning Q-Learning

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