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. In IEEE (Eds.), 2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), IEEE Computer Society, Los Alamitos, CA, USA, June 2023. [PUMA: DNN FPGA accelerator] URL

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. In IEEE (Eds.), Proceedings of the 2023 Design, Automation and Test in Europe Conference (DATE), 6pp, IEEE, April 2023. [PUMA: FPGA accelerator nn] URL

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 xack yaff] 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 xack yaff] URL

Yuhao Liu, Shubham Rai, Salim Ullah, and Akash Kumar. High-Flexibility Designs of Quantized Runtime Reconfigurable Multi-Precision Multipliers. IEEE Embedded Systems Letters, (15)4:194-197, 2023. [PUMA: FPGA Hardware Multi-precision Multiplier Quantization myown]

Yuhao Liu, Shubham Rai, Salim Ullah, and Akash Kumar. NetPU-M: a Generic Reconfigurable Neural Network Accelerator Architecture for MLPs. 2023 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), 85-92, 2023. [PUMA: Accelerator FPGA Quantization Reconfiguration myown]