Flavio Ponzina

E²CNNs: Ensembles of Convolutional Neural Networks to Improve Robustness Against Memory Errors in Edge-Computing Devices

Flavio Ponzina, Miguel Peón-Quirós, Andreas Burg et al. · IEEE Transactions on Computers · 2021 · 22 citations · Full text

Computing, Computer Engineering, Computer Science +12

Impact of Memory Voltage Scaling on Accuracy and Resilience of Deep Learning Based Edge Devices

Benoît Denkinger, Flavio Ponzina, Soumya Basu et al. · IEEE Design and Test · 2019 · 14 citations · Full text

Computing, Computer Engineering, Computer Science +17

Bit-Line Computing for CNN Accelerators Co-Design in Edge AI Inference

Marco Rios, Flavio Ponzina, Alexandre Levisse et al. · IEEE Transactions on Emerging Topics in Computing · 2023 · 14 citations · Full text

Computing, Computer Engineering, Computer Science +17

A Hardware/Software Co-Design Vision for Deep Learning at the Edge

Flavio Ponzina, Simone Machetti, Marco Rios et al. · IEEE Micro · 2022 · 12 citations · Full text

Engineering, Computer Engineering, Computer Science +17

Running Efficiently CNNs on the Edge Thanks to Hybrid SRAM-RRAM In-Memory Computing

Marco Rios, Flavio Ponzina, Giovanni Ansaloni et al. · 2021 · 10 citations · Full text

Computing, Computer Engineering, Computer Science +17