Benjamin David Schichtholz, M.Sc.
- Wissenschaftlicher Mitarbeiter
- Raum: 5.07
CS 01.99 - Tel.: +49 721 608-46407
- benjamin schichtholz ∂ kit edu
Forschungsbereich Telematik
Institut für Telematik
Karlsruher Institut für Technologie (KIT)
Gebäude 01.99
Kaiserstraße 40
D-76133 Karlsruhe
Research Interests
- ML-based Traffic Engineering for Wide-Area-Networks
- Supervised Learning Mechanisms and Reinforcement Learning for Traffic Engineering
- Distributed ML-based Traffic Engineering approaches
- Efficient network representation with Graph Neural Networks
- Network Optimization for Distributed ML Training
- Application of Traffic Engineering mechanisms to accelerate distributed ML training
- Improving utilization and training speed of distributed GPU clusters
- Distributed ML training acceleration techniques: Gradient Compression, Worker Node Synchronization, Collective Communications
Publications
ReP2P Matrix: Decentralized Relays to Improve Reliability and Performance of Peer-to-Peer Matrix
Schichtholz, B. D.; Bless, R.; Jacob, F.; Hartenstein, H.; Zitterbart, M.
2024. Proceedings of the ACM Conext-2024 Workshop on the Decentralization of the Internet (DIN ’24), Los Angeles, CA, USA, December 9–12, 2024, 8–14, Association for Computing Machinery (ACM). doi:10.1145/3694809.3700741
Schichtholz, B. D.; Bless, R.; Jacob, F.; Hartenstein, H.; Zitterbart, M.
2024. Proceedings of the ACM Conext-2024 Workshop on the Decentralization of the Internet (DIN ’24), Los Angeles, CA, USA, December 9–12, 2024, 8–14, Association for Computing Machinery (ACM). doi:10.1145/3694809.3700741
Distributed Asynchronous Event Relaying for P2P Matrix. Masterarbeit
Schichtholz, B. D.
2024, Juli 15. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000174132
Schichtholz, B. D.
2024, Juli 15. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000174132