Publications - Federico Rossi

Journals

Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
Fast Approximations of Activation Functions in Deep Neural Networks when using Posit Arithmetic
Sensors, vol. 20(5), 2020
Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
Fast deep neural networks for image processing using posits and ARM scalable vector extension
Journal of Real-Time Image Processing, vol. 17(3), pp. 759-771, 2020
Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio; Dupont de Dinechin, Benoit
Novel Arithmetics in Deep Neural Networks Signal Processing for Autonomous Driving: Challenges and Opportunities
IEEE Signal Processing Magazine, vol. 38(1), pp. 97-110, 2021
Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
Vectorizing posit operations on RISC-V for faster deep neural networks: experiments and comparison with ARM SVE
Neural Computing and Applications, vol. 33(16), pp. 10575-10585, 2021
Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
A Lightweight Posit Processing Unit for RISC-V Processors in Deep Neural Network Applications
IEEE Transactions on Emerging Topics in Computing, vol. (), pp. 1-1, 2021

Conferences

Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
A Fast Approximation of the Hyperbolic Tangent When Using Posit Numbers and Its Application to Deep Neural Networks
In Applications in Electronics Pervading Industry, Environment and Society, pp. 213–221, 2020
Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
Novel Arithmetics to Accelerate Machine Learning Classifiers in Autonomous Driving Applications
In 2019 26th IEEE International Conference on Electronics, Circuits and Systems (ICECS), pp. 779-782, 2019
Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
A Novel Posit-based Fast Approximation of ELU Activation Function for Deep Neural Networks
In 2020 IEEE International Conference on Smart Computing (SMARTCOMP), pp. 244-246, 2020
Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
Faster deep neural network image processing by using vectorized posit operations on a RISC-V processor
In Real-Time Image Processing and Deep Learning 2021, pp. 1173604, 2021
Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
Small Reals Representations for Deep Learning at the Edge: A Comparison
In Next Generation Arithmetic, pp. 117–133, 2022
Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
Experimental Results of Vectorized Posit-Based DNNs on a Real ARM SVE High Performance Computing Machine
In Applications in Electronics Pervading Industry, Environment and Society, pp. 61–68, 2022
Rossi, Federico; Fiaschi, Lorenzo; Cococcioni, Marco; Saponara, Sergio
Design and FPGA Synthesis of BAN Processing Unit for non-Archimedean Number Crunching
In Applications in Electronics Pervading Industry, Environment and Society, 2023
Gustafson, John L.; Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
Decoding-free Two-Input Arithmetic for Low-Precision Real Numbers
In Next Generation Arithmetic, 2023
Neves, Nuno; Crespo, Luis; Rossi, Federico; Cococcioni, Marco; Saponara, Sergio; Kuehn, Martin; Krueger, Jens; Tomas, Pedro; Roma, Nuno
An FPGA-based platform to evaluate Posit arithmetic in next-generation processors
In ISC High Performance (Poster), 2023
Piccoli, Michele; Zoni, Davide; Fornaciari, William; Massari, Gisueppe; Cococcioni, Marco; Rossi, Federico; Saponara, Sergio; Ruffaldi, Emanuele
Dynamic Power Consumption of the Full Posit Processing Unit: Analysis and Experiments
In 14th Workshop on Parallel Programming and Run-Time Management Techniques for Many-Core Architectures and 12th Workshop on Design Tools and Architectures for Multicore Embedded Computing Platforms (PARMA-DITAM 2023), pp. 6:1–6:11, 2023