Publications

João Paulo C. de Lima, Mehran Shoushtari Moghadam, Sercan Aygun, Jeronimo Castrillon, M. Hassan Najafi, and Asif Ali Khan. All-in-Memory Stochastic Computing using ReRAM. 2025. [PUMA: ReRAM computing stochastic xack yaff] URL

Xiangzun Wang, and Frank Cichos. Harnessing synthetic active particles for physical reservoir computing. Nat. Commun., (15)1:774, January 2024. [PUMA: Harnessing active computing particles physical reservoir synthetic yaff xack]

Siavash Ghiasvand, and Florina M. Ciorba. Anomaly Detection in High Performance Computers: A Vicinity Perspective. 2019 18th International Symposium on Parallel and Distributed Computing (ISPDC), 112--120, Amsterdam, Netherlands, June 2019. [PUMA: Anomaly Bridges, Computer Correlation, Graphics HPC Hardware, Resource analysis, anomaly anonymized approach approach, architecture, components, computerised computers, computing computing, detection detection, exascale failure hardware, high hpc, instrumentation, management, mechanism, myOwn node performance prediction, privacy, processing sensors, statistical system system, units, vicinity, vicinity-based,]

Peter Winkler, Norman Koch, Andreas Hornig, and Johannes Gerritzen. OmniOpt – A tool for hyperparameter optimization on HPC. In Heike Jagode, Hartwig Anzt, Hatem Ltaief, and Piotr Luszczek (Eds.), High Performance Computing - ISC High Performance Digital 2021 International Workshops, 2021, Revised Selected Papers, 285--296, Springer, Berlin u. a., Germany, Nov 13, 2021. [PUMA: FIS_scads High Hyperparameter computing networks neural optimization performance xack]

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 and Test in Europe Conference and Exhibition, DATE 2023 - Proceedings, Institute of Electrical and Electronics Engineers Inc., United States of America, 2023. [PUMA: Adaptive CNN Computing Edge FIS_scads FPGA Inference topic_software yaff xack] URL

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. In Fernanda Kastensmidt, Ricardo Reis, Aida Todri-Sanial, Hai Li, and Carolina Metzler (Eds.), 2023 IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2023 - Proceedings, IEEE Computer Society, United States of America, 2023. [PUMA: CNN Computing Edge FIS_scads FPGA IoT Offloading topic_software yaff xack] URL