publications

2024

1. TMLR

   

   Learning Sub-Second Routing Optimization in Computer Networks requires Packet-Level Dynamics

   Andreas Boltres, Niklas Freymuth, Patrick Jahnke, and 2 more authors

   Transactions on Machine Learning Research, 2024

   arXiv Bib PDF Code Website

   @article{boltres2024learning,
     title = {Learning Sub-Second Routing Optimization in Computer Networks requires Packet-Level Dynamics},
     author = {Boltres, Andreas and Freymuth, Niklas and Jahnke, Patrick and Karl, Holger and Neumann, Gerhard},
     journal = {Transactions on Machine Learning Research},
     issn = {2835-8856},
     year = {2024},
     url = {https://openreview.net/forum?id=H95g8UpYKY},
   }

2. IEEE Access

   

   Machine Learning With Computer Networks: Techniques, Datasets, and Models

   Haitham Afifi, Sabrina Pochaba, Andreas Boltres, and 9 more authors

   IEEE Access, 2024

   DOI Bib PDF

   @article{afifi2024machine,
     title = {Machine Learning With Computer Networks: Techniques, Datasets, and Models},
     author = {Afifi, Haitham and Pochaba, Sabrina and Boltres, Andreas and Laniewski, Dominic and Haberer, Janek and Paeleke, Leonard and Poorzare, Reza and Stolpmann, Daniel and Wehner, Nikolas and Redder, Adrian and Samikwa, Eric and Seufert, Michael},
     journal = {IEEE Access},
     year = {2024},
     volume = {12},
     pages = {54673-54720},
     keywords = {Computational modeling;Machine learning;Data models;Artificial intelligence;Computer networks;Task analysis;Supervised learning;Computer networking;datasets;machine learning;metrics;tools},
     doi = {10.1109/ACCESS.2024.3384460},
   }

2022

1. BMVC

   

   MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks

   Angel Villar-Corrales, Ani Karapetyan, Andreas Boltres, and 1 more author

   BMVC 2022 - 33rd British Machine Vision Conference Proceedings, 2022

   arXiv Bib Code Website

   @article{villarcorrales2022mspred,
     title = {MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks},
     author = {Villar-Corrales, Angel and Karapetyan, Ani and Boltres, Andreas and Behnke, Sven},
     journal = {BMVC 2022 - 33rd British Machine Vision Conference Proceedings},
     year = {2022},
   }

2018

1. ICRA

   

   Affordance-Based Multi-Contact Whole-Body Pose Sequence Planning for Humanoid Robots in Unknown Environments

   Peter Kaiser, Christian Mandery, Andreas Boltres, and 1 more author

   In 2018 IEEE International Conference on Robotics and Automation (ICRA), 2018

   DOI Bib PDF

   @inproceedings{kaiser2018affordance,
     title = {Affordance-Based Multi-Contact Whole-Body Pose Sequence Planning for Humanoid Robots in Unknown Environments},
     author = {Kaiser, Peter and Mandery, Christian and Boltres, Andreas and Asfour, Tamim},
     booktitle = {2018 IEEE International Conference on Robotics and Automation (ICRA)},
     year = {2018},
     pages = {3114-3121},
     keywords = {Planning;Humanoid robots;Task analysis;Motion segmentation;Robot sensing systems;Complexity theory},
     doi = {10.1109/ICRA.2018.8461087},
   }