Lukas Max Weber

- Technische Universität Darmstadt
- Computer Science Department (FB20)
- Embedded Systems & Applications Group (ESA)
- Hochschulstr. 10
- D-64289 Darmstadt
- Phone: +49 6151 / 16-22428
- E-Mail: weber@esa.tu-darmstadt.de
- S2|02 Raum E121
Research Topics
- Using FPGAs for Acceleration of database and machine learning applications
- Heterogeneous systems and applications
Short CV
- since 2019
Graduate Research Associate in the Embedded Systems and Applications Group (ESA), TU Darmstadt
- 2017-2019
Master of Science in Computer Science, TU Darmstadt
- 2014-2017
Bachelor of Science in Computer Science, TU Darmstadt
Publications
- Vinçon, T., Weber, L., Bernhardt, A., Riegger, C., Hardock, S., Knoedler, C., Stock, F., et al. (2020). nKV in Action: Accelerating KV-Stores on Native Computation Storage with Near-Data Processing. In Proceedings of the VLDB Endowment, Volume 13.
PreprintBibtex
@inproceedings{weber2020vldb, author = {Vin\c{c}on, Tobias and Weber, Lukas and Bernhardt, Arthur and Riegger, Christian and Hardock, Sergey and Knoedler, Christian and Stock, Florian and Solis-Vasquez, Leonardo and Tamimi, Sajjad and Koch, Andreas}, title = {nKV in Action: Accelerating KV-Stores on Native Computation Storage with Near-Data Processing}, booktitle = {Proceedings of the VLDB Endowment, Volume 13}, year = {2020} }
- Vinçon, T., Bernhardt, A., Petrov, I., Weber, L., and Koch, A. (2020). NKV: Near-Data Processing with KV-Stores on Native Computational Storage. In Proceedings of the 16th International Workshop on Data Management on New Hardware, DaMoN ’20. New York, NY, USA: Association for Computing Machinery. doi: 10.1145/3399666.3399934
PreprintBibtex
@inproceedings{vincon2020damon, author = {Vin\c{c}on, Tobias and Bernhardt, Arthur and Petrov, Ilia and Weber, Lukas and Koch, Andreas}, title = {NKV: Near-Data Processing with KV-Stores on Native Computational Storage}, year = {2020}, isbn = {9781450380249}, publisher = {Association for Computing Machinery}, address = {New York, NY, USA}, url = {https://doi.org/10.1145/3399666.3399934}, doi = {10.1145/3399666.3399934}, booktitle = {Proceedings of the 16th International Workshop on Data Management on New Hardware}, articleno = {10}, numpages = {11}, location = {Portland, Oregon}, series = {DaMoN ’20} }
- Vinçon, T., Bernhardt, A., Weber, L., Koch, A., and Petrov, I. (2020). On the Necessity of Explicit Cross-Layer Data Formats in Near-Data Processing Systems. In 2020 IEEE 36th International Conference on Data Engineering Workshops (ICDEW) (pp. 109–114).
PreprintBibtex
@inproceedings{vincon2020hardbd, author = {{Vinçon}, T. and {Bernhardt}, A. and {Weber}, L. and {Koch}, A. and {Petrov}, I.}, booktitle = {2020 IEEE 36th International Conference on Data Engineering Workshops (ICDEW)}, title = {On the Necessity of Explicit Cross-Layer Data Formats in Near-Data Processing Systems}, year = {2020}, volume = {}, number = {}, pages = {109-114}, preprint = {http://db.ict.ac.cn/HardBD-Active-2020/papers/VinconBWKP-HardBDActive-2020.pdf} }
- Sommer, L., Weber, L., Kumm, M., and Koch, A. (2020). Comparison of Arithmetic Number Formats for Inference in Sum-Product Networks on FPGAs. In 2020 IEEE 28th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM) (pp. 1–10).
Best Paper Award PreprintBibtex
@inproceedings{sommer2020fccm, author = {Sommer, Lukas and Weber, Lukas and Kumm, Martin and Koch, Andreas}, booktitle = {2020 IEEE 28th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM)}, title = {Comparison of Arithmetic Number Formats for Inference in Sum-Product Networks on FPGAs}, year = {2020}, pages = {1-10} }
- Weber, L., Sommer, L., Oppermann, J., Molina, A., Kersting, K., and Koch, A. (2019). Resource-Efficient Logarithmic Number Scale Arithmetic for SPN Inference on FPGAs. In International Conference on Field-Programmable Technology (FPT).
PreprintBibtex
@inproceedings{weber2019relnsafsiof, title = {Resource-Efficient Logarithmic Number Scale Arithmetic for SPN Inference on FPGAs}, author = {Weber, Lukas and Sommer, Lukas and Oppermann, Julian and Molina, Alejandro and Kersting, Kristian and Koch, Andreas}, booktitle = {International Conference on Field-Programmable Technology (FPT)}, year = {2019} }
- Oppermann, J., Sommer, L., Weber, L., Reuter-Oppermann, M., Koch, A., and Sinnen, O. (2019). SkyCastle: A Resource-Aware Multi-Loop Scheduler for High-Level Synthesis. In International Conference on Field-Programmable Technology (FPT).
PreprintBibtex
@inproceedings{oppermann2019scamlsfhls, title = {SkyCastle: A Resource-Aware Multi-Loop Scheduler for High-Level Synthesis}, author = {Oppermann, Julian and Sommer, Lukas and Weber, Lukas and Reuter-Oppermann, Melanie and Koch, Andreas and Sinnen, Oliver}, booktitle = {International Conference on Field-Programmable Technology (FPT)}, year = {2019} }
- Ober, M., Hofmann, J., Sommer, L., Weber, L., and Koch, A. (2019). High-Throughput Multi-Threaded Sum-Product Network Inference in the Reconfigurable Cloud. In Fifth International Workshop on Heterogeneous High-performance Reconfigurable Computing (H2RC).
PreprintBibtex
@inproceedings{ober2019h2rc, title = {High-Throughput Multi-Threaded Sum-Product Network Inference in the Reconfigurable Cloud}, author = {Ober, Micha and Hofmann, Jaco and Sommer, Lukas and Weber, Lukas and Koch, Andreas}, booktitle = {Fifth International Workshop on Heterogeneous High-performance Reconfigurable Computing (H2RC)}, year = {2019} }