Kostas Balaskas received a B.Sc. degree in Physics and M.Sc. degree in Electronics/Communications from the Aristotle University of Thessaloniki in 2018 and 2020, respectively. He joined the Karlsruhe Institute of Technology in October 2021 as a research assistant. Since July 2022, he is pursuing his PhD as a research assistant in the Chair for Embedded Systems.
Publications
| Journals | |
|---|---|
| Konstantinos Balaskas, Andreas Karatzas, Christos Sad, Kostas Siozios, Iraklis Anagnostopoulos, Georgios Zervakis, Jörg Henkel Hardware-Aware DNN Compression via Diverse Pruning and Mixed-Precision Quantization in IEEE Transactions on Emerging Topics in Computing (Volume 12, Issue 4), DOI, PDF, Dec 2024. | |
| Konstantinos Balaskas, Heba Khdr, Mohammed Bakr Sikal, Fabian Kreß, Kostas Siozios, Jürgen Becker, Jörg Henkel Heterogeneous Accelerator Design for Multi-DNN Workloads via Heuristic Optimization in Embedded Systems Letters (ESL, Volume 16, Issue4), ESWEEK24 Special Edition, DOI, PDF, Dec 2024. | |
| Kilian Pfeiffer, Konstantinos Balaskas, Kostas Siozios, Jörg Henkel Energy-Aware Heterogeneous Federated Learning via Approximate DNN Accelerators in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, DOI, PDF, Early Access 2024. | |
| Nikolay Penkov; Konstantinos Balaskas; Martin Rapp; Jörg Henkel Differentiable Slimming for Memory-Efficient Transformers in IEEE Embedded Systems Letters (Volume 15, Issue 4), DOI, PDF, Dec 2023. | |
| Konstantinos Balaskas, Florian Klemme, Georgios Zervakis, Kostas Siozios, Hussam Amrouch, Jörg Henkel Variability-Aware Approximate Circuit Synthesis via Genetic Optimization in IEEE Transactions on Circuits and Systems I: Regular Papers (Volume 69, Issue 10), DOI, PDF, Oct 2022. | |
| Konstantinos Balaskas, Georgios Zervakis, Hussam Amrouch, Jörg Henkel, Kostas Siozios Automated Design Approximation to Overcome Circuit Aging in IEEE Transactions on Circuits and Systems I: Regular Papers (Volume 68, Issue 11), DOI, PDF, Nov 2021. |
| Conferences | |
|---|---|
| Konstantinos Balaskas, Georgios Zervakis, Kostas Siozios, Mehdi B. Tahoori, Jörg Henkel Approximate Decision Trees For Machine Learning Classification on Tiny Printed Circuits in 23rd International Symposium on Quality Electronic Design (ISQED '22), DOI, PDF, 6-8 April 2022. |   |
Student Theses
| Name | Type of work | Title | Mentor | Completion date |
|---|---|---|---|---|
| Penkov, Nikolay | Master thesis | Slimmable Neural Networks | Balaskas, Kostas / Rapp, Martin | 2023-05-08 |