Deutsch

Sommer, Lukas ; Oppermann, Julian ; Molina, Alejandro ; Binnig, Carsten ; Kersting, Kristian ; Koch, Andreas (2018)
Automatic Mapping of the Sum-Product Network Inference Problem to FPGA-based Accelerators.
36th International Conference on Computer Design (ICCD). Orlando, USA (07.-10. Oct., 2018)
doi: 10.1109/ICCD.2018.00060
Konferenzveröffentlichung, Bibliographie

Englisch

Sommer, Lukas (2021)
Programming Heterogeneous Systems with General and Domain-Specific Frameworks.
Technische Universität Darmstadt
doi: 10.26083/tuprints-00019772
Dissertation, Erstveröffentlichung, Verlagsversion

Sommer, Lukas ; Weber, Lukas ; Kumm, Martin ; Koch, Andreas (2020)
Comparison of Arithmetic Number Formats for Inference in Sum-Product Networks on FPGAs.
2020 IEEE 28th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM). virtual Conference (03.-06. May)
Konferenzveröffentlichung, Bibliographie

Weber, Lukas ; Sommer, Lukas ; Oppermann, Julian ; Molina, Alejandro ; Kersting, Kristian ; Koch, Andreas (2019)
Resource-Efficient Logarithmic Number Scale Arithmetic for SPN Inference on FPGAs.
International Conference on Field-Programmable Technology (FPT). Tianjin, China (09.-13. Dec.)
Konferenzveröffentlichung, Bibliographie

Oppermann, Julian ; Sommer, Lukas ; Weber, Lukas ; Reuter-Oppermann, Melanie ; Koch, Andreas ; Sinnen, Oliver (2019)
SkyCastle: A Resource-Aware Multi-Loop Scheduler for High-Level Synthesis.
International Conference on Field-Programmable Technology (FPT). Tianjin, China (09.-13. Dec.)
Konferenzveröffentlichung, Bibliographie

Ober, Micha ; Hofmann, Jaco ; Sommer, Lukas ; Weber, Lukas ; Koch, Andreas (2019)
High-Throughput Multi-Threaded Sum-Product Network Inference in the Reconfigurable Cloud.
2019 IEEE/ACM International Workshop on Heterogeneous High-performance Reconfigurable Computing (H2RC). Denver, USA (17.11.2019)
doi: 10.1109/H2RC49586.2019.00009
Konferenzveröffentlichung, Bibliographie

Sommer, Lukas ; Stock, Florian-Wolfgang ; Solis-Vasquez, Leonardo ; Koch, Andreas
Hrsg.: Forschungsvereinigung Automobieltechnik (2019)
EPHoS: Evaluation of Programming - Models for Heterogeneous Systems.
Report, Bibliographie