Benedikt Dietrich
- room: B2-317.1
- phone: +49 721-608-48780
- fax: +49 721 608-43962
- benedikt dietrich ∂does-not-exist.kit edu
- Haid-und-Neu-Str. 7
Bldg. 07.21
76131 Karlsruhe
Publications
| Conferences | |
|---|---|
| Heba Khdr, Mohammed Bakr Sikal, Benedikt Dietrich, Jörg Henkel Towards the Optimization of Hardware Efficiency through Machine Learning in 2025 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), DOI, PDF, 06-09 Jul 2025. | |
| Benedikt Dietrich, Heba Khdr, Jörg Henkel Centralized Training and Decentralized Control through the Actor-Critic Paradigm for Highly Optimized Multicores in 62nd Design Automation Conference (DAC), San Francisco, DOI, PDF, Jun 22 - 25 2025. | |
| Benedikt Dietrich, Rasmus Müller-Both, Heba Khdr, Jörg Henkel Federated Reinforcement Learning for Optimizing the Power Efficiency of Edge Devices Design, Automation and Test in Europe Conference (DATE), Lyon, France, DOI, PDF, Mar 31 - Apr 2 2025. |
Student Theses
Abbreviation: B - Bachelor Thesis, M - Master Thesis
| Topic | Type of work | Mentor |
|---|---|---|
| RL-based Scheduling of Multi-DNN Workloads on Heterogeneous Accelerator Systems (PDF) | M | Dietrich, Benedikt / Khdr, Heba |
| Online Learning for Self-Adaptive and Autonomous Embedded Systems (PDF) | M | Dietrich, Benedikt / Khdr, Heba |
| ML-based Resource Management in Linux with sched_ext and eBPF (PDF) | B / M / HiWi | Dietrich, Benedikt / Khdr, Heba |
| Name | Type of work | Title | Mentor |
|---|---|---|---|
| Cocosatu, Beatrice-Liliana | Bachelor thesis | ML-based Ressource Management with sched_ext | Dietrich, Benedikt / Sikal, Mohammed Bakr |
| Name | Type of work | Title | Mentor | Completion date |
|---|---|---|---|---|
| Nam, Chris | Bachelor thesis | Federated Learning / Resource Management | Dietrich, Benedikt / Ahmed, Mohamed Aboelenien | 2025-09-01 |
| Adrian, Michael Richard | Bachelor thesis | RL for DVFS on heterogenous devices using FL | Dietrich, Benedikt | 2025-06-16 |
| Csurko, Anna | Bachelor thesis | Using Machine Learning for User-Specific Resource Control | Dietrich, Benedikt / Khdr, Heba | 2025-05-15 |
| Uyanik, Ulas | Master thesis | Scheduling of DNNs on Heterogeneous Processors | Dietrich, Benedikt / Khdr, Heba | 2025-05-02 |