Publications

Guilherme Korol, Michael Guilherme Jordan, Mateus Beck Rutzig, Jeronimo Castrillon, and Antonio Carlos Schneider Beck. Design space exploration for CNN offloading to FPGAs at the edge. 2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), IEEE, June 2023. [PUMA: topic_software unit_test]

Caio Vieira, Jeronimo Castrillon, and Antonio Carlos Schneider Beck. Hyperdimensional Computing Quantization with Thermometer Codes. 6th Workshop on Accelerated Machine Learning (AccML), co-located with 19th International Conference on High-Performance and Embedded Architectures and Compilers (HiPEAC), 7pp, January 2024. [PUMA: topic_software unit_test] URL

Leonie Lampe, Hans-Jürgen Huppertz, Sarah Anderl-Straub, Franziska Albrecht, Tommaso Ballarini, Sandrine Bisenius, Karsten Mueller, Sebastian Niehaus, Klaus Fassbender, Klaus Fliessbach, Holger Jahn, Johannes Kornhuber, Martin Lauer, Johannes Prudlo, Anja Schneider, Matthis Synofzik, Jan Kassubek, Adrian Danek, Arno Villringer, Janine Diehl-Schmid, Markus Otto, Matthias L Schroeter, and FTLD Consortium Germany. Multiclass prediction of different dementia syndromes based on multi-centric volumetric MRI imaging. NeuroImage Clin., (37)103320:103320, Elsevier BV, January 2023. [PUMA: MRI; Neurodegeneration; learning; unit_test Diagnosis; Volumetry topic_lifescience topic_neuroinspired Dementia; Machine]

Guilherme Korol, Michael Guilherme Jordan, Mateus Beck Rutzig, Jeronimo Castrillon, and Antonio Carlos Schneider Beck. Pruning and early-exit co-optimization for CNN acceleration on FPGAs. 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, April 2023. [PUMA: topic_software unit_test]