Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN.

Guillermo Marcus

Sebastian Cammerer Guillermo Marcus Tobias Zirr Fayçal Aït Aoudia Lorenzo Maggi Jakob Hoydis Alexander Keller 0001 Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN. 2025 May abs/2505.15848 CoRR https://doi.org/10.48550/arXiv.2505.15848 db/journals/corr/corr2505.html#abs-2505-15848 streams/journals/corr

Jakob Hoydis Fayçal Ait Aoudia Sebastian Cammerer Merlin Nimier-David Nikolaus Binder Guillermo Marcus Alexander Keller 0001 Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling. 317-321 2023 GLOBECOM (Workshops) https://doi.org/10.1109/GCWkshps58843.2023.10465179 conf/globecom/2023w db/conf/globecom/globecom2023w.html#HoydisACNBMK23

Jakob Hoydis Fayçal Aït Aoudia Sebastian Cammerer Merlin Nimier-David Nikolaus Binder Guillermo Marcus Alexander Keller 0001 Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling. 2023 abs/2303.11103 CoRR https://doi.org/10.48550/arXiv.2303.11103 db/journals/corr/corr2303.html#abs-2303-11103

Matthias Mehlhose Guillermo Marcus Daniel Schäufele Daniyal Amir Awan Nikolaus Binder Martin Kasparick 0001 Renato L. G. Cavalcante Slawomir Stanczak Alexander Keller 0001 GPU-Accelerated Partially Linear Multiuser Detection for 5G and Beyond URLLC Systems. 70937-70946 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3187040 db/journals/access/access10.html#MehlhoseMSABKCS22

M. Hossein Attar Kaixin Chang Ramez Askar Slawomir Stanczak Sebastian Cammerer Guillermo Marcus Alexander Keller 0001 Towards Adaptive Digital Self-Interference Cancellation in Full-Duplex Wireless Transceivers: APSM vs. Neural Networks. 1223-1227 2022 IEEECONF https://doi.org/10.1109/IEEECONF56349.2022.10052049 conf/acssc/2022 db/conf/acssc/acssc2022.html#AttarCASCMK22 Daniel Schäufele Guillermo Marcus Nikolaus Binder Matthias Mehlhose Alexander Keller 0001 Slawomir Stanczak GPU-Accelerated Machine Learning in Non-Orthogonal Multiple Access. 667-671 2022 EUSIPCO https://ieeexplore.ieee.org/document/9909865 conf/eusipco/2022 db/conf/eusipco/eusipco2022.html#SchaufeleMBMKS22

Matthias Mehlhose Guillermo Marcus Daniel Schäufele Daniyal Amir Awan Nikolaus Binder Martin Kasparick 0001 Renato L. G. Cavalcante Slawomir Stanczak Alexander Keller 0001 Real-Time GPU-Accelerated Machine Learning Based Multiuser Detection for 5G and Beyond. 2022 abs/2201.05024 CoRR https://arxiv.org/abs/2201.05024 db/journals/corr/corr2201.html#abs-2201-05024

Jakob Hoydis Sebastian Cammerer Fayçal Ait Aoudia Avinash Vem Nikolaus Binder Guillermo Marcus Alexander Keller 0001 Sionna: An Open-Source Library for Next-Generation Physical Layer Research. 2022 abs/2203.11854 CoRR https://doi.org/10.48550/arXiv.2203.11854 db/journals/corr/corr2203.html#abs-2203-11854

Daniel Schäufele Guillermo Marcus Nikolaus Binder Matthias Mehlhose Alexander Keller 0001 Slawomir Stanczak GPU-Accelerated Machine Learning in Non-Orthogonal Multiple Access. 2022 abs/2206.05998 CoRR https://doi.org/10.48550/arXiv.2206.05998 db/journals/corr/corr2206.html#abs-2206-05998

Raul Schmidlin Fajardo Silva Guillermo Marcus Device Mechanism: A Structured Device Driver Development Approach. 66-73 2012 HASE https://doi.org/10.1109/HASE.2012.20 https://doi.ieeecomputersociety.org/10.1109/HASE.2012.20 conf/hase/2012 db/conf/hase/hase2012.html#SilvaM12 Erich Marth Guillermo Marcus Parallelization of the x264 encoder using OpenCL. 2010 SIGGRAPH Posters https://doi.org/10.1145/1836845.1836923 conf/siggraph/2010posters db/conf/siggraph/siggraph2010posters.html#MarthM10 72:1 Guillermo Marcus Juan Arturo Nolazco-Flores An FPGA-based coprocessor for the SPHINX speech recognition system: early experiences. 2005 ReConFig https://doi.org/10.1109/RECONFIG.2005.10 https://doi.ieeecomputersociety.org/10.1109/RECONFIG.2005.10 conf/reconfig/2005 db/conf/reconfig/reconfig2005.html#MarcusN05 Fayçal Ait AoudiaFayçal Aït Aoudia Ramez Askar M. Hossein Attar Daniyal Amir Awan Nikolaus Binder Sebastian Cammerer Renato L. G. Cavalcante Kaixin Chang Jakob Hoydis Martin Kasparick 0001 Alexander Keller 0001 Lorenzo Maggi Erich Marth Matthias Mehlhose Merlin Nimier-David Juan A. Nolazco-FloresJuan Arturo Nolazco-Flores Daniel Schäufele Raul Schmidlin Fajardo Silva Slawomir Stanczak Avinash Vem Tobias Zirr